Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

distributed fused adam + rampup bs support #8321

Merged

Conversation

github-actions[bot]
Copy link
Contributor

@github-actions github-actions bot commented Feb 2, 2024

What does this PR do ?

Add a one line overview of what this PR aims to accomplish.

Collection: [Note which collection this PR will affect]

Changelog

  • Add specific line by line info of high level changes in this PR.

Usage

  • You can potentially add a usage example below
# Add a code snippet demonstrating how to use this 

Jenkins CI

To run Jenkins, a NeMo User with write access must comment jenkins on the PR.

Before your PR is "Ready for review"

Pre checks:

  • Make sure you read and followed Contributor guidelines
  • Did you write any new necessary tests?
  • Did you add or update any necessary documentation?
  • Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
    • Reviewer: Does the PR have correct import guards for all optional libraries?

PR Type:

  • New Feature
  • Bugfix
  • Documentation

If you haven't finished some of the above items you can still open "Draft" PR.

Who can review?

Anyone in the community is free to review the PR once the checks have passed.
Contributor guidelines contains specific people who can review PRs to various areas.

Additional Information

  • Related to # (issue)

Signed-off-by: dimapihtar <dpihtar@gmail.com>
@ericharper
Copy link
Collaborator

jenkins

@ericharper ericharper merged commit 5a86625 into main Feb 16, 2024
3 of 4 checks passed
@ericharper ericharper deleted the cherry-pick-main-8b18cfca7cdbdb1d7695e3ba7d73a172000d4b34 branch February 16, 2024 00:26
JRD971000 pushed a commit that referenced this pull request Feb 16, 2024
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
JRD971000 pushed a commit that referenced this pull request Feb 16, 2024
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
michal2409 pushed a commit that referenced this pull request Feb 23, 2024
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
michal2409 added a commit that referenced this pull request Feb 23, 2024
* coldfix (#8412)

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixed errors in the CTM gen functions (#8416) (#8420)

Signed-off-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add change_vocabulary and save_tokenizers() support to Multitask ASR models (#8357) (#8367)

* Add change_vocabulary and save_tokenizers() support

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

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

* Update nemo/collections/asr/models/aed_multitask_models.py

---------

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* fix path location and branch (#8314)

* fix path location and branch (#8304)

* fix path location and branch

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

* change to a floating point number

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

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>

* updat ebranch in tutorial

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

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add TP comm overlap knobs to AutocastTransformerLayer (#8290)

Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add deallocate pipeline output optimization (#8279) (#8318)

* add deallocate pipeline output optimization

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

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

---------

Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* remove assertion (#8302) (#8321)

Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Keep max_seqlen and cu_seqlens_argmin for later micro-batches when PP>1 (#8334) (#8346)

Signed-off-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Enable megatron core loggers for GPT pretraining (#8354) (#8384)

* Logging changes tested for gpt_pretraining

* Additional args

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

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

---------

Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fix dreambooth data sampler issue (#8400) (#8413)

* Turn on drop last

* Some neva fixes

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

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

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add ensemble decoding fix (#8427) (#8433)

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeVA Tutorial Notebook (#8217)

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add inference via script

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add codeblocks to run torchrun in notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

---------

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore customization doc minor fix (#8421) (#8437)

Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add `loop_labels` algorithm for TDT greedy decoding (#8215)

* Add `loop_labels` algorithm for TDT greedy decoding

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

* Use `loop_labels` by default

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

* Loop labels greedy decoding v2

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

* Add comments. Clean up

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

* Add comments

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

* Add comments

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

* Add tests for batched hypotheses

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

* Add tests for batched alignments

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

* Add comments

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

* Fix comment

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

* Fix test

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

* Add computer for TDT

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

* Fix TDT decoding algorithm

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

* Use loop frames by default for TDT

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

* Remove "loop frames" implementation for TDT

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

* Clean up

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

* Add comments

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

* Fix confidence. Use tensor for durations.

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

---------

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

* Add dist ckpt support for regular optimizers (#7749) (#8293)

* Add dist ckpt support for regular optimizers

* [tutorial] fixed missing RIR scripts file. (#8257)

* fix imports

* imports fix

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

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

* ci imports fix

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

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

* revert asr notebook

* revert asr notebook

---------

Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Multimodal r1.23.0 bug fix  (#8315) (#8339)

* Rename quick-gelu

* ddpm config guard

* Fix ddpm edit api

* Fix insert_image_token cfg issue

* neva updates

* reformat

* Add back jenkins

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

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

* Fix jenkins

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

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

* Fix bugs

* Update default neva template

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore ds fix (#8283) (#8385)

* [tutorial] fixed missing RIR scripts file. (#8257)

* add values to en tts dict (#7879)

* mcore ds fix

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

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

* update mcore

* revert asr files

* add comments

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

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

* add support for mcore mock dataset

* update mcore version

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

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

* update gpt cfg

* update mcore commit

* fix Bert unit tests

* update bert tests

* fix bert mcore test

* fix gpt jenkins tests

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

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

* update apex & TE commits

* revert apex installation

* turn off the fusion for jenkins

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* MCore dataset compatibility for tokenizers (#8390) (#8397)

* Add unique_identifiers for all tokenizers and eod for SentencePieceTokenizer

* Add generalized token aliases to TokenizerSpec to conform with MegatronTokenizer's interface. Remove now-redundant individual fixes from AutoTokenizer and SentencePieceTokenizer.

---------

Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Canary: inference tokenization improvements; preserving custom keys when creating tarred manifests (#8432)

* Improvements for Canary:

- carry over custom keys when creatin tarred manifests
- selectable text field in ASR eval
- get rid of prompt slicing, create proper inference prompts

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

* set ensure_ascii=False in tarred conversion to avoid breaking tokenizers trained on UTF-8 encoding

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

---------

Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add  sbert to IR (#8445)

* add  sbert to IR

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

* add doc

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

* fix the  auto_tokenizer property method reset bug

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

* addressed bot comments

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

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

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

---------

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Update readme (#8440)

* update

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

* udpate

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

* update

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

* update

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

* update

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

* landing pages added

* landing page added for vision

* landing pages updated

* some minor changes to the main readme

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* typo fixed

* update

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

---------

Signed-off-by: eharper <eharper@nvidia.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeMo-Mistral to HF converter bugfix. (#8353) (#8442)

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixing mcore bert for TP, PP and SP (#8336) (#8443)

* Fixing mcore bert for TP, PP and SP

* Fixing mcore bert for TP, PP and SP

* Fixing mcore version

* Fixing mcore version

* Update Jenkinsfile

* Update Jenkinsfile

* Update Jenkinsfile

---------

Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add LoRA support to all linear layers (#7988)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

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

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

* Fixed bug with ddp training.

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

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

* MCoreMixin chages.

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

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

* using new commit of meg-LM

Signed-off-by: arendu <adithya.r@gmail.com>

* add cpu_offloading_num_layers to conversion script until bug in megatron is fixed

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

* fix peft mixin arguments to follow mcore 0.5

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

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

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

* update megatron commit to fix ci error

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

* try to fix ci

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

* try to fix ci

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

* add cfg default

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

---------

Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add Neva Template for NV-DPO Models  (#8358)

* add/rename from nvgpt to nv_steerlm, add nv_dpo template

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

* add nv_dpo conversation to accomendate empty system message

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

* handle nv_dpo template text generation

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

* add prompt string to nvgpt

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

* bugfix for inference prompt template

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

* bug fix for grabbing clean text

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

* fix code format

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

---------

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

---------

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
michal2409 added a commit that referenced this pull request Feb 25, 2024
* removed pdeprecated eft model

Signed-off-by: arendu <adithya.r@gmail.com>

* add alpha

Signed-off-by: arendu <adithya.r@gmail.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>

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

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

* add alpha scaling to lora (#8483)

* coldfix (#8412)

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixed errors in the CTM gen functions (#8416) (#8420)

Signed-off-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add change_vocabulary and save_tokenizers() support to Multitask ASR models (#8357) (#8367)

* Add change_vocabulary and save_tokenizers() support

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

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

* Update nemo/collections/asr/models/aed_multitask_models.py

---------

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* fix path location and branch (#8314)

* fix path location and branch (#8304)

* fix path location and branch

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

* change to a floating point number

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

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>

* updat ebranch in tutorial

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

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add TP comm overlap knobs to AutocastTransformerLayer (#8290)

Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add deallocate pipeline output optimization (#8279) (#8318)

* add deallocate pipeline output optimization

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

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

---------

Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* remove assertion (#8302) (#8321)

Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Keep max_seqlen and cu_seqlens_argmin for later micro-batches when PP>1 (#8334) (#8346)

Signed-off-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Enable megatron core loggers for GPT pretraining (#8354) (#8384)

* Logging changes tested for gpt_pretraining

* Additional args

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

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

---------

Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fix dreambooth data sampler issue (#8400) (#8413)

* Turn on drop last

* Some neva fixes

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

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

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add ensemble decoding fix (#8427) (#8433)

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeVA Tutorial Notebook (#8217)

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add inference via script

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add codeblocks to run torchrun in notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

---------

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore customization doc minor fix (#8421) (#8437)

Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add `loop_labels` algorithm for TDT greedy decoding (#8215)

* Add `loop_labels` algorithm for TDT greedy decoding

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

* Use `loop_labels` by default

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

* Loop labels greedy decoding v2

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

* Add comments. Clean up

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

* Add comments

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

* Add comments

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

* Add tests for batched hypotheses

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

* Add tests for batched alignments

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

* Add comments

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

* Fix comment

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

* Fix test

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

* Add computer for TDT

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

* Fix TDT decoding algorithm

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

* Use loop frames by default for TDT

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

* Remove "loop frames" implementation for TDT

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

* Clean up

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

* Add comments

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

* Fix confidence. Use tensor for durations.

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

---------

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

* Add dist ckpt support for regular optimizers (#7749) (#8293)

* Add dist ckpt support for regular optimizers

* [tutorial] fixed missing RIR scripts file. (#8257)

* fix imports

* imports fix

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

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

* ci imports fix

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

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

* revert asr notebook

* revert asr notebook

---------

Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Multimodal r1.23.0 bug fix  (#8315) (#8339)

* Rename quick-gelu

* ddpm config guard

* Fix ddpm edit api

* Fix insert_image_token cfg issue

* neva updates

* reformat

* Add back jenkins

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

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

* Fix jenkins

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

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

* Fix bugs

* Update default neva template

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore ds fix (#8283) (#8385)

* [tutorial] fixed missing RIR scripts file. (#8257)

* add values to en tts dict (#7879)

* mcore ds fix

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

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

* update mcore

* revert asr files

* add comments

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

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

* add support for mcore mock dataset

* update mcore version

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

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

* update gpt cfg

* update mcore commit

* fix Bert unit tests

* update bert tests

* fix bert mcore test

* fix gpt jenkins tests

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

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

* update apex & TE commits

* revert apex installation

* turn off the fusion for jenkins

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* MCore dataset compatibility for tokenizers (#8390) (#8397)

* Add unique_identifiers for all tokenizers and eod for SentencePieceTokenizer

* Add generalized token aliases to TokenizerSpec to conform with MegatronTokenizer's interface. Remove now-redundant individual fixes from AutoTokenizer and SentencePieceTokenizer.

---------

Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Canary: inference tokenization improvements; preserving custom keys when creating tarred manifests (#8432)

* Improvements for Canary:

- carry over custom keys when creatin tarred manifests
- selectable text field in ASR eval
- get rid of prompt slicing, create proper inference prompts

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

* set ensure_ascii=False in tarred conversion to avoid breaking tokenizers trained on UTF-8 encoding

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

---------

Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add  sbert to IR (#8445)

* add  sbert to IR

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

* add doc

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

* fix the  auto_tokenizer property method reset bug

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

* addressed bot comments

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

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

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

---------

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Update readme (#8440)

* update

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

* udpate

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

* update

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

* update

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

* update

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

* landing pages added

* landing page added for vision

* landing pages updated

* some minor changes to the main readme

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* typo fixed

* update

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

---------

Signed-off-by: eharper <eharper@nvidia.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeMo-Mistral to HF converter bugfix. (#8353) (#8442)

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixing mcore bert for TP, PP and SP (#8336) (#8443)

* Fixing mcore bert for TP, PP and SP

* Fixing mcore bert for TP, PP and SP

* Fixing mcore version

* Fixing mcore version

* Update Jenkinsfile

* Update Jenkinsfile

* Update Jenkinsfile

---------

Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add LoRA support to all linear layers (#7988)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

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

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

* Fixed bug with ddp training.

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

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

* MCoreMixin chages.

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

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

* using new commit of meg-LM

Signed-off-by: arendu <adithya.r@gmail.com>

* add cpu_offloading_num_layers to conversion script until bug in megatron is fixed

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

* fix peft mixin arguments to follow mcore 0.5

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

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

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

* update megatron commit to fix ci error

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

* try to fix ci

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

* try to fix ci

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

* add cfg default

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

---------

Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add Neva Template for NV-DPO Models  (#8358)

* add/rename from nvgpt to nv_steerlm, add nv_dpo template

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

* add nv_dpo conversation to accomendate empty system message

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

* handle nv_dpo template text generation

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

* add prompt string to nvgpt

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

* bugfix for inference prompt template

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

* bug fix for grabbing clean text

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

* fix code format

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

---------

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

---------

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Michal Futrega <mfutrega@nvidia.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
akoumpa added a commit that referenced this pull request Feb 26, 2024
* removed pdeprecated eft model

Signed-off-by: arendu <adithya.r@gmail.com>

* add alpha

Signed-off-by: arendu <adithya.r@gmail.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>

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

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

* add alpha scaling to lora (#8483)

* coldfix (#8412)

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixed errors in the CTM gen functions (#8416) (#8420)

Signed-off-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add change_vocabulary and save_tokenizers() support to Multitask ASR models (#8357) (#8367)

* Add change_vocabulary and save_tokenizers() support

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

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

* Update nemo/collections/asr/models/aed_multitask_models.py

---------

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* fix path location and branch (#8314)

* fix path location and branch (#8304)

* fix path location and branch

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

* change to a floating point number

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

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>

* updat ebranch in tutorial

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

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add TP comm overlap knobs to AutocastTransformerLayer (#8290)

Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add deallocate pipeline output optimization (#8279) (#8318)

* add deallocate pipeline output optimization

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

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

---------

Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* remove assertion (#8302) (#8321)

Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Keep max_seqlen and cu_seqlens_argmin for later micro-batches when PP>1 (#8334) (#8346)

Signed-off-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Enable megatron core loggers for GPT pretraining (#8354) (#8384)

* Logging changes tested for gpt_pretraining

* Additional args

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

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

---------

Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fix dreambooth data sampler issue (#8400) (#8413)

* Turn on drop last

* Some neva fixes

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

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

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add ensemble decoding fix (#8427) (#8433)

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeVA Tutorial Notebook (#8217)

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add inference via script

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add codeblocks to run torchrun in notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

---------

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore customization doc minor fix (#8421) (#8437)

Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add `loop_labels` algorithm for TDT greedy decoding (#8215)

* Add `loop_labels` algorithm for TDT greedy decoding

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

* Use `loop_labels` by default

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

* Loop labels greedy decoding v2

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

* Add comments. Clean up

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

* Add comments

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

* Add comments

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

* Add tests for batched hypotheses

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

* Add tests for batched alignments

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

* Add comments

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

* Fix comment

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

* Fix test

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

* Add computer for TDT

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

* Fix TDT decoding algorithm

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

* Use loop frames by default for TDT

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

* Remove "loop frames" implementation for TDT

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

* Clean up

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

* Add comments

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

* Fix confidence. Use tensor for durations.

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

---------

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

* Add dist ckpt support for regular optimizers (#7749) (#8293)

* Add dist ckpt support for regular optimizers

* [tutorial] fixed missing RIR scripts file. (#8257)

* fix imports

* imports fix

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

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

* ci imports fix

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

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

* revert asr notebook

* revert asr notebook

---------

Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Multimodal r1.23.0 bug fix  (#8315) (#8339)

* Rename quick-gelu

* ddpm config guard

* Fix ddpm edit api

* Fix insert_image_token cfg issue

* neva updates

* reformat

* Add back jenkins

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

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

* Fix jenkins

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

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

* Fix bugs

* Update default neva template

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore ds fix (#8283) (#8385)

* [tutorial] fixed missing RIR scripts file. (#8257)

* add values to en tts dict (#7879)

* mcore ds fix

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

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

* update mcore

* revert asr files

* add comments

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

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

* add support for mcore mock dataset

* update mcore version

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

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

* update gpt cfg

* update mcore commit

* fix Bert unit tests

* update bert tests

* fix bert mcore test

* fix gpt jenkins tests

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

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

* update apex & TE commits

* revert apex installation

* turn off the fusion for jenkins

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* MCore dataset compatibility for tokenizers (#8390) (#8397)

* Add unique_identifiers for all tokenizers and eod for SentencePieceTokenizer

* Add generalized token aliases to TokenizerSpec to conform with MegatronTokenizer's interface. Remove now-redundant individual fixes from AutoTokenizer and SentencePieceTokenizer.

---------

Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Canary: inference tokenization improvements; preserving custom keys when creating tarred manifests (#8432)

* Improvements for Canary:

- carry over custom keys when creatin tarred manifests
- selectable text field in ASR eval
- get rid of prompt slicing, create proper inference prompts

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

* set ensure_ascii=False in tarred conversion to avoid breaking tokenizers trained on UTF-8 encoding

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

---------

Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add  sbert to IR (#8445)

* add  sbert to IR

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

* add doc

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

* fix the  auto_tokenizer property method reset bug

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

* addressed bot comments

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

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

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

---------

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Update readme (#8440)

* update

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

* udpate

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

* update

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

* update

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

* update

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

* landing pages added

* landing page added for vision

* landing pages updated

* some minor changes to the main readme

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* typo fixed

* update

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

---------

Signed-off-by: eharper <eharper@nvidia.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeMo-Mistral to HF converter bugfix. (#8353) (#8442)

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixing mcore bert for TP, PP and SP (#8336) (#8443)

* Fixing mcore bert for TP, PP and SP

* Fixing mcore bert for TP, PP and SP

* Fixing mcore version

* Fixing mcore version

* Update Jenkinsfile

* Update Jenkinsfile

* Update Jenkinsfile

---------

Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add LoRA support to all linear layers (#7988)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

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

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

* Fixed bug with ddp training.

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

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

* MCoreMixin chages.

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

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

* using new commit of meg-LM

Signed-off-by: arendu <adithya.r@gmail.com>

* add cpu_offloading_num_layers to conversion script until bug in megatron is fixed

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

* fix peft mixin arguments to follow mcore 0.5

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

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

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

* update megatron commit to fix ci error

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

* try to fix ci

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

* try to fix ci

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

* add cfg default

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

---------

Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add Neva Template for NV-DPO Models  (#8358)

* add/rename from nvgpt to nv_steerlm, add nv_dpo template

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

* add nv_dpo conversation to accomendate empty system message

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

* handle nv_dpo template text generation

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

* add prompt string to nvgpt

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

* bugfix for inference prompt template

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

* bug fix for grabbing clean text

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

* fix code format

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

---------

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

---------

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Michal Futrega <mfutrega@nvidia.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
akoumpa added a commit that referenced this pull request Feb 26, 2024
* MoE parameter passing (#8255)

* MoE parameter passing

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

* Pass EP/MoE params in consumer scripts.

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

* PR fixes

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

* Use latest commit of mcore-0.5

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

* CI fix

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

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

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

---------

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: Alexandros Koumparoulis <akoumparouli@dgx1v-loki-21.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Jiaqiz/option to disable adapters & merge all lora layers (#8029)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

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

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

* Fixed bug with ddp training.

* use adapter only when it is enabled

Signed-off-by: jiaqi zeng <jiaqiz@nvidia.com>

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

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

* fix lora merge script (#8113)

Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>

* add peft ckpt to nemo

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* merge lora weights for all layers, mcore only

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* support/fix cpu initialization

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

* add example usage

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

* fix TP due to distributed checkpoint

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

* updating the logic of merging lora weights for all layers, mcore only

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* MCoreMixin chages.

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

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

* merge in fp32 then cast back

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* remove ckpt to nemo

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* fix import

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

---------

Signed-off-by: jiaqi zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Update k2 version (#8478)

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

* Add mcore full TE transformer layer spec (#8328)

* Add spec and implement autocast layer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

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

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

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* remove try-catchs, these dependecies are mandatory for this file

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

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

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

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Check out this cool try/except clause

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

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

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

* Remove unused import

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add import tests to Jenkinsfile

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Move import tests to Jenkins and remove code that is developed only for passing tests

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Make test robust to faulty base configs

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Use proper GPT implementation in the test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

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

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

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add dummy parameter to accomodated for the changes in mcore

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

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

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

* Update mcore to 0.5.0 in Jenkins pipeline

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump mcore commit. This is commit from tot, not any release.

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Remove from the test config option that is incompatible with bias_activation_fusion

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump TE version in CI to 1.4

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Change precision for the test - current runnens don't support bf16

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

---------

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Add mcore full TE transformer layer spec (#8328)

* Add spec and implement autocast layer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

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

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

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* remove try-catchs, these dependecies are mandatory for this file

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

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

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

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Check out this cool try/except clause

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

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

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

* Remove unused import

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add import tests to Jenkinsfile

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Move import tests to Jenkins and remove code that is developed only for passing tests

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Make test robust to faulty base configs

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Use proper GPT implementation in the test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

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

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

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add dummy parameter to accomodated for the changes in mcore

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

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

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

* Update mcore to 0.5.0 in Jenkins pipeline

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump mcore commit. This is commit from tot, not any release.

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Remove from the test config option that is incompatible with bias_activation_fusion

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump TE version in CI to 1.4

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Change precision for the test - current runnens don't support bf16

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

---------

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>

* Handle float limit_val_batches (#8426)

* Handle float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Rectify reconfiguration of float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Remove unused imports

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Scale len(val_dataloader) with float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Return len(dataloader) in microbatches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Add back resetting of num val samples

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Fix to ensure float limit_val_batches is multiple of num_micro_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Remove forcing eval samples to 1 for float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Fix bug wrt 0 limiot_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Add missing mock_dataset line

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Avoid ensuring limit_val_batches is a mutliple of microbatches for 1.0

Signed-off-by: Abhishree <abhishreetm@gmail.com>

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

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

* Restore the hack forcing number of validation and test epochs to 1

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Change limit_val_batches to 1.0 for GPT pretraining test. The integer value is covered in other tests

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

---------

Signed-off-by: Abhishree <abhishreetm@gmail.com>
Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Fix tutorial links in user guide (#8497)

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Sequence Parallel for LoRA (#8369)

* support lora + sequence parallel

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

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

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

* add more comments

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

* add lora SP CI test

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

* support lora for all linear modules as in #7988

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

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

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

---------

Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Call proper method to replace (#8498)

Signed-off-by: Naga Venkatesh Gavini <nagavenkat9948@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Added memory logger (#8395)

* Added memory logger

Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>

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

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

---------

Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Canary refactor for Riva (#8363)

* initial commit of bleu score tracking

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* initial commit, refactoring aed models for riva

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

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

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

* Updating Canary to support torch metrics

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

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

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

* style fixes

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

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

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

* missed an empty batch conditional

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Fixing dataloader issues

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Finishing merge conflict with transcribe update

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

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

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

* style fix

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* copyright header fix

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* yet another merge conflict

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

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

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

* making paired data management safer

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* sentencepiece needs bigger tokenizer...

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* sentencepiece tokenizer vocab needs to be +2 from vocab for canary

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Update canary tokenizer to be more generic, updated metrics to manage special tokens removal themselves.

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* merge conflit

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Simplified tokenizer and corrected bug in dataloader

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Cleaning up docstrings and fixing inference bug.

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* adding example scripts

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

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

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

* cleaning up useless imports

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* adding unit tests

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* fixing unit tests

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* cfg name change

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* adding custom check to pass pytests

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* removing print script

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* catching bugs regarding tokens.

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* added docstrings and made examples scripts more generic

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* docstring deleted by accident

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* plurals in namespace

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* changing example script

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

---------

Signed-off-by: Travis Bartley <tbartley@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* add alpha scaling to lora (#8248)

* removed pdeprecated eft model

Signed-off-by: arendu <adithya.r@gmail.com>

* add alpha

Signed-off-by: arendu <adithya.r@gmail.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>

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

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

* add alpha scaling to lora (#8483)

* coldfix (#8412)

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixed errors in the CTM gen functions (#8416) (#8420)

Signed-off-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add change_vocabulary and save_tokenizers() support to Multitask ASR models (#8357) (#8367)

* Add change_vocabulary and save_tokenizers() support

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

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

* Update nemo/collections/asr/models/aed_multitask_models.py

---------

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* fix path location and branch (#8314)

* fix path location and branch (#8304)

* fix path location and branch

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

* change to a floating point number

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

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>

* updat ebranch in tutorial

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

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add TP comm overlap knobs to AutocastTransformerLayer (#8290)

Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add deallocate pipeline output optimization (#8279) (#8318)

* add deallocate pipeline output optimization

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

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

---------

Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* remove assertion (#8302) (#8321)

Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Keep max_seqlen and cu_seqlens_argmin for later micro-batches when PP>1 (#8334) (#8346)

Signed-off-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Enable megatron core loggers for GPT pretraining (#8354) (#8384)

* Logging changes tested for gpt_pretraining

* Additional args

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

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

---------

Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fix dreambooth data sampler issue (#8400) (#8413)

* Turn on drop last

* Some neva fixes

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

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

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add ensemble decoding fix (#8427) (#8433)

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeVA Tutorial Notebook (#8217)

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add inference via script

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add codeblocks to run torchrun in notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

---------

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore customization doc minor fix (#8421) (#8437)

Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add `loop_labels` algorithm for TDT greedy decoding (#8215)

* Add `loop_labels` algorithm for TDT greedy decoding

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

* Use `loop_labels` by default

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

* Loop labels greedy decoding v2

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

* Add comments. Clean up

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

* Add comments

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

* Add comments

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

* Add tests for batched hypotheses

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

* Add tests for batched alignments

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

* Add comments

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

* Fix comment

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

* Fix test

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

* Add computer for TDT

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

* Fix TDT decoding algorithm

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

* Use loop frames by default for TDT

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

* Remove "loop frames" implementation for TDT

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

* Clean up

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

* Add comments

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

* Fix confidence. Use tensor for durations.

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

---------

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

* Add dist ckpt support for regular optimizers (#7749) (#8293)

* Add dist ckpt support for regular optimizers

* [tutorial] fixed missing RIR scripts file. (#8257)

* fix imports

* imports fix

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

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

* ci imports fix

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

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

* revert asr notebook

* revert asr notebook

---------

Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Multimodal r1.23.0 bug fix  (#8315) (#8339)

* Rename quick-gelu

* ddpm config guard

* Fix ddpm edit api

* Fix insert_image_token cfg issue

* neva updates

* reformat

* Add back jenkins

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

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

* Fix jenkins

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

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

* Fix bugs

* Update default neva template

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore ds fix (#8283) (#8385)

* [tutorial] fixed missing RIR scripts file. (#8257)

* add values to en tts dict (#7879)

* mcore ds fix

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

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

* update mcore

* revert asr files

* add comments

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

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

* add support for mcore mock dataset

* update mcore version

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

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

* update gpt cfg

* update mcore commit

* fix Bert unit tests

* update bert tests

* fix bert mcore test

* fix gpt jenkins tests

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

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

* update apex & TE commits

* revert apex installation

* turn off the fusion for jenkins

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* MCore dataset compatibility for tokenizers (#8390) (#8397)

* Add unique_identifiers for all tokenizers and eod for SentencePieceTokenizer

* Add generalized token aliases to TokenizerSpec to conform with MegatronTokenizer's interface. Remove now-redundant individual fixes from AutoTokenizer and SentencePieceTokenizer.

---------

Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Canary: inference tokenization improvements; preserving custom keys when creating tarred manifests (#8432)

* Improvements for Canary:

- carry over custom keys when creatin tarred manifests
- selectable text field in ASR eval
- get rid of prompt slicing, create proper inference prompts

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

* set ensure_ascii=False in tarred conversion to avoid breaking tokenizers trained on UTF-8 encoding

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

---------

Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add  sbert to IR (#8445)

* add  sbert to IR

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

* add doc

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

* fix the  auto_tokenizer property method reset bug

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

* addressed bot comments

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

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

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

---------

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Update readme (#8440)

* update

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

* udpate

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

* update

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

* update

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

* update

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

* landing pages added

* landing page added for vision

* landing pages updated

* some minor changes to the main readme

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* typo fixed

* update

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

---------

Signed-off-by: eharper <eharper@nvidia.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeMo-Mistral to HF converter bugfix. (#8353) (#8442)

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixing mcore bert for TP, PP and SP (#8336) (#8443)

* Fixing mcore bert for TP, PP and SP

* Fixing mcore bert for TP, PP and SP

* Fixing mcore version

* Fixing mcore version

* Update Jenkinsfile

* Update Jenkinsfile

* Update Jenkinsfile

---------

Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add LoRA support to all linear layers (#7988)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

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

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

* Fixed bug with ddp training.

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

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

* MCoreMixin chages.

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

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

* using new commit of meg-LM

Signed-off-by: arendu <adithya.r@gmail.com>

* add cpu_offloading_num_layers to conversion script until bug in megatron is fixed

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

* fix peft mixin arguments to follow mcore 0.5

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

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

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

* update megatron commit to fix ci error

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

* try to fix ci

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

* try to fix ci

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

* add cfg default

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

---------

Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add Neva Template for NV-DPO Models  (#8358)

* add/rename from nvgpt to nv_steerlm, add nv_dpo template

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

* add nv_dpo conversation to accomendate empty system message

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

* handle nv_dpo template text generation

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

* add prompt string to nvgpt

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

* bugfix for inference prompt template

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

* bug fix for grabbing clean text

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

* fix code format

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

---------

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

---------

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Michal Futrega <mfutrega@nvidia.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Update PEFT Doc (#8501)

* update peft doc

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

* remove old prompt learning doc and notebook

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

* fix table

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

* fix table

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

* fix table

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

* revert accidental commit

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

* revert accidental commit

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

---------

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

* release updates (#8394)

* release updates (#8378)

* [tutorial] fixed missing RIR scripts file. (#8257)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* add values to en tts dict (#7879)

Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>

* mcore ds fix

Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>

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

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

* update mcore

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

* revert asr files

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

* add comments

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

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

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

* add support for mcore mock dataset

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

* update mcore version

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

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

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

* update gpt cfg

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

* update mcore commit

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

* fix Bert unit tests

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

* update bert tests

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

* fix bert mcore test

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

* fix gpt jenkins tests

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

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

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

* add support for dict data input type

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

* add mock ds test

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

* add test for dict data input type

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

* mcore ds fix

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

* data input fix

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

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>

* Update megatron_gpt_model.py

Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

---------

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: jiaqi zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Signed-off-by: Abhishree <abhishreetm@gmail.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Naga Venkatesh Gavini <nagavenkat9948@gmail.com>
Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Travis Bartley <tbartley@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Alexandros Koumparoulis <akoumparouli@dgx1v-loki-21.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Co-authored-by: Abhishree Thittenamane <47577437+athitten@users.noreply.github.com>
Co-authored-by: Jan Baczek <jbaczek@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Naga Venkatesh Gavini <nagavenkat9948@gmail.com>
Co-authored-by: Selvaraj Anandaraj <anandaraj@wisc.edu>
Co-authored-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: tbartley94 <90423858+tbartley94@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Michal Futrega <mfutrega@nvidia.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
yaoyu-33 pushed a commit that referenced this pull request Feb 26, 2024
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
yaoyu-33 added a commit that referenced this pull request Feb 26, 2024
* removed pdeprecated eft model

Signed-off-by: arendu <adithya.r@gmail.com>

* add alpha

Signed-off-by: arendu <adithya.r@gmail.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>

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

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

* add alpha scaling to lora (#8483)

* coldfix (#8412)

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixed errors in the CTM gen functions (#8416) (#8420)

Signed-off-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add change_vocabulary and save_tokenizers() support to Multitask ASR models (#8357) (#8367)

* Add change_vocabulary and save_tokenizers() support

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

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

* Update nemo/collections/asr/models/aed_multitask_models.py

---------

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* fix path location and branch (#8314)

* fix path location and branch (#8304)

* fix path location and branch

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

* change to a floating point number

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

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>

* updat ebranch in tutorial

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

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add TP comm overlap knobs to AutocastTransformerLayer (#8290)

Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add deallocate pipeline output optimization (#8279) (#8318)

* add deallocate pipeline output optimization

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

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

---------

Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* remove assertion (#8302) (#8321)

Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Keep max_seqlen and cu_seqlens_argmin for later micro-batches when PP>1 (#8334) (#8346)

Signed-off-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Enable megatron core loggers for GPT pretraining (#8354) (#8384)

* Logging changes tested for gpt_pretraining

* Additional args

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

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

---------

Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fix dreambooth data sampler issue (#8400) (#8413)

* Turn on drop last

* Some neva fixes

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

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

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add ensemble decoding fix (#8427) (#8433)

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeVA Tutorial Notebook (#8217)

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add inference via script

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add codeblocks to run torchrun in notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

---------

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore customization doc minor fix (#8421) (#8437)

Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add `loop_labels` algorithm for TDT greedy decoding (#8215)

* Add `loop_labels` algorithm for TDT greedy decoding

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

* Use `loop_labels` by default

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

* Loop labels greedy decoding v2

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

* Add comments. Clean up

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

* Add comments

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

* Add comments

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

* Add tests for batched hypotheses

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

* Add tests for batched alignments

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

* Add comments

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

* Fix comment

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

* Fix test

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

* Add computer for TDT

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

* Fix TDT decoding algorithm

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

* Use loop frames by default for TDT

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

* Remove "loop frames" implementation for TDT

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

* Clean up

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

* Add comments

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

* Fix confidence. Use tensor for durations.

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

---------

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

* Add dist ckpt support for regular optimizers (#7749) (#8293)

* Add dist ckpt support for regular optimizers

* [tutorial] fixed missing RIR scripts file. (#8257)

* fix imports

* imports fix

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

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

* ci imports fix

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

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

* revert asr notebook

* revert asr notebook

---------

Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Multimodal r1.23.0 bug fix  (#8315) (#8339)

* Rename quick-gelu

* ddpm config guard

* Fix ddpm edit api

* Fix insert_image_token cfg issue

* neva updates

* reformat

* Add back jenkins

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

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

* Fix jenkins

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

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

* Fix bugs

* Update default neva template

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore ds fix (#8283) (#8385)

* [tutorial] fixed missing RIR scripts file. (#8257)

* add values to en tts dict (#7879)

* mcore ds fix

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

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

* update mcore

* revert asr files

* add comments

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

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

* add support for mcore mock dataset

* update mcore version

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

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

* update gpt cfg

* update mcore commit

* fix Bert unit tests

* update bert tests

* fix bert mcore test

* fix gpt jenkins tests

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

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

* update apex & TE commits

* revert apex installation

* turn off the fusion for jenkins

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* MCore dataset compatibility for tokenizers (#8390) (#8397)

* Add unique_identifiers for all tokenizers and eod for SentencePieceTokenizer

* Add generalized token aliases to TokenizerSpec to conform with MegatronTokenizer's interface. Remove now-redundant individual fixes from AutoTokenizer and SentencePieceTokenizer.

---------

Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Canary: inference tokenization improvements; preserving custom keys when creating tarred manifests (#8432)

* Improvements for Canary:

- carry over custom keys when creatin tarred manifests
- selectable text field in ASR eval
- get rid of prompt slicing, create proper inference prompts

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

* set ensure_ascii=False in tarred conversion to avoid breaking tokenizers trained on UTF-8 encoding

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

---------

Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add  sbert to IR (#8445)

* add  sbert to IR

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

* add doc

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

* fix the  auto_tokenizer property method reset bug

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

* addressed bot comments

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

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

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

---------

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Update readme (#8440)

* update

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

* udpate

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

* update

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

* update

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

* update

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

* landing pages added

* landing page added for vision

* landing pages updated

* some minor changes to the main readme

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* typo fixed

* update

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

---------

Signed-off-by: eharper <eharper@nvidia.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeMo-Mistral to HF converter bugfix. (#8353) (#8442)

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixing mcore bert for TP, PP and SP (#8336) (#8443)

* Fixing mcore bert for TP, PP and SP

* Fixing mcore bert for TP, PP and SP

* Fixing mcore version

* Fixing mcore version

* Update Jenkinsfile

* Update Jenkinsfile

* Update Jenkinsfile

---------

Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add LoRA support to all linear layers (#7988)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

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

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

* Fixed bug with ddp training.

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

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

* MCoreMixin chages.

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

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

* using new commit of meg-LM

Signed-off-by: arendu <adithya.r@gmail.com>

* add cpu_offloading_num_layers to conversion script until bug in megatron is fixed

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

* fix peft mixin arguments to follow mcore 0.5

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

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

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

* update megatron commit to fix ci error

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

* try to fix ci

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

* try to fix ci

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

* add cfg default

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

---------

Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add Neva Template for NV-DPO Models  (#8358)

* add/rename from nvgpt to nv_steerlm, add nv_dpo template

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

* add nv_dpo conversation to accomendate empty system message

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

* handle nv_dpo template text generation

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

* add prompt string to nvgpt

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

* bugfix for inference prompt template

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

* bug fix for grabbing clean text

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

* fix code format

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

---------

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

---------

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Michal Futrega <mfutrega@nvidia.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
yaoyu-33 added a commit that referenced this pull request Feb 26, 2024
* MoE parameter passing (#8255)

* MoE parameter passing

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

* Pass EP/MoE params in consumer scripts.

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

* PR fixes

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

* Use latest commit of mcore-0.5

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

* CI fix

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

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

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

---------

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: Alexandros Koumparoulis <akoumparouli@dgx1v-loki-21.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Jiaqiz/option to disable adapters & merge all lora layers (#8029)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

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

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

* Fixed bug with ddp training.

* use adapter only when it is enabled

Signed-off-by: jiaqi zeng <jiaqiz@nvidia.com>

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

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

* fix lora merge script (#8113)

Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>

* add peft ckpt to nemo

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* merge lora weights for all layers, mcore only

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* support/fix cpu initialization

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

* add example usage

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

* fix TP due to distributed checkpoint

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

* updating the logic of merging lora weights for all layers, mcore only

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* MCoreMixin chages.

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

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

* merge in fp32 then cast back

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* remove ckpt to nemo

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* fix import

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

---------

Signed-off-by: jiaqi zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Update k2 version (#8478)

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

* Add mcore full TE transformer layer spec (#8328)

* Add spec and implement autocast layer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

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

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

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* remove try-catchs, these dependecies are mandatory for this file

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

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

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

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Check out this cool try/except clause

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

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

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

* Remove unused import

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add import tests to Jenkinsfile

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Move import tests to Jenkins and remove code that is developed only for passing tests

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Make test robust to faulty base configs

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Use proper GPT implementation in the test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

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

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

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add dummy parameter to accomodated for the changes in mcore

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

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

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

* Update mcore to 0.5.0 in Jenkins pipeline

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump mcore commit. This is commit from tot, not any release.

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Remove from the test config option that is incompatible with bias_activation_fusion

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump TE version in CI to 1.4

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Change precision for the test - current runnens don't support bf16

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

---------

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Add mcore full TE transformer layer spec (#8328)

* Add spec and implement autocast layer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

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

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

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* remove try-catchs, these dependecies are mandatory for this file

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

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

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

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Check out this cool try/except clause

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

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

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

* Remove unused import

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add import tests to Jenkinsfile

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Move import tests to Jenkins and remove code that is developed only for passing tests

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Make test robust to faulty base configs

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Use proper GPT implementation in the test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

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

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

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add dummy parameter to accomodated for the changes in mcore

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

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

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

* Update mcore to 0.5.0 in Jenkins pipeline

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump mcore commit. This is commit from tot, not any release.

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Remove from the test config option that is incompatible with bias_activation_fusion

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump TE version in CI to 1.4

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Change precision for the test - current runnens don't support bf16

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

---------

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>

* Handle float limit_val_batches (#8426)

* Handle float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Rectify reconfiguration of float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Remove unused imports

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Scale len(val_dataloader) with float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Return len(dataloader) in microbatches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Add back resetting of num val samples

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Fix to ensure float limit_val_batches is multiple of num_micro_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Remove forcing eval samples to 1 for float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Fix bug wrt 0 limiot_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Add missing mock_dataset line

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Avoid ensuring limit_val_batches is a mutliple of microbatches for 1.0

Signed-off-by: Abhishree <abhishreetm@gmail.com>

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

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

* Restore the hack forcing number of validation and test epochs to 1

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Change limit_val_batches to 1.0 for GPT pretraining test. The integer value is covered in other tests

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

---------

Signed-off-by: Abhishree <abhishreetm@gmail.com>
Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Fix tutorial links in user guide (#8497)

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Sequence Parallel for LoRA (#8369)

* support lora + sequence parallel

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

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

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

* add more comments

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

* add lora SP CI test

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

* support lora for all linear modules as in #7988

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

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

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

---------

Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Call proper method to replace (#8498)

Signed-off-by: Naga Venkatesh Gavini <nagavenkat9948@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Added memory logger (#8395)

* Added memory logger

Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>

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

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

---------

Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Canary refactor for Riva (#8363)

* initial commit of bleu score tracking

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* initial commit, refactoring aed models for riva

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

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

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

* Updating Canary to support torch metrics

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

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

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

* style fixes

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

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

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

* missed an empty batch conditional

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Fixing dataloader issues

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Finishing merge conflict with transcribe update

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

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

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

* style fix

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* copyright header fix

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* yet another merge conflict

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

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

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

* making paired data management safer

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* sentencepiece needs bigger tokenizer...

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* sentencepiece tokenizer vocab needs to be +2 from vocab for canary

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Update canary tokenizer to be more generic, updated metrics to manage special tokens removal themselves.

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* merge conflit

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Simplified tokenizer and corrected bug in dataloader

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Cleaning up docstrings and fixing inference bug.

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* adding example scripts

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

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

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

* cleaning up useless imports

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* adding unit tests

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* fixing unit tests

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* cfg name change

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* adding custom check to pass pytests

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* removing print script

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* catching bugs regarding tokens.

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* added docstrings and made examples scripts more generic

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* docstring deleted by accident

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* plurals in namespace

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* changing example script

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

---------

Signed-off-by: Travis Bartley <tbartley@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* add alpha scaling to lora (#8248)

* removed pdeprecated eft model

Signed-off-by: arendu <adithya.r@gmail.com>

* add alpha

Signed-off-by: arendu <adithya.r@gmail.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>

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

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

* add alpha scaling to lora (#8483)

* coldfix (#8412)

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixed errors in the CTM gen functions (#8416) (#8420)

Signed-off-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add change_vocabulary and save_tokenizers() support to Multitask ASR models (#8357) (#8367)

* Add change_vocabulary and save_tokenizers() support

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

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

* Update nemo/collections/asr/models/aed_multitask_models.py

---------

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* fix path location and branch (#8314)

* fix path location and branch (#8304)

* fix path location and branch

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

* change to a floating point number

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

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>

* updat ebranch in tutorial

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

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add TP comm overlap knobs to AutocastTransformerLayer (#8290)

Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add deallocate pipeline output optimization (#8279) (#8318)

* add deallocate pipeline output optimization

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

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

---------

Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* remove assertion (#8302) (#8321)

Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Keep max_seqlen and cu_seqlens_argmin for later micro-batches when PP>1 (#8334) (#8346)

Signed-off-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Enable megatron core loggers for GPT pretraining (#8354) (#8384)

* Logging changes tested for gpt_pretraining

* Additional args

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

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

---------

Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fix dreambooth data sampler issue (#8400) (#8413)

* Turn on drop last

* Some neva fixes

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

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

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add ensemble decoding fix (#8427) (#8433)

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeVA Tutorial Notebook (#8217)

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add inference via script

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add codeblocks to run torchrun in notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

---------

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore customization doc minor fix (#8421) (#8437)

Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add `loop_labels` algorithm for TDT greedy decoding (#8215)

* Add `loop_labels` algorithm for TDT greedy decoding

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

* Use `loop_labels` by default

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

* Loop labels greedy decoding v2

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

* Add comments. Clean up

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

* Add comments

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

* Add comments

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

* Add tests for batched hypotheses

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

* Add tests for batched alignments

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

* Add comments

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

* Fix comment

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

* Fix test

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

* Add computer for TDT

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

* Fix TDT decoding algorithm

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

* Use loop frames by default for TDT

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

* Remove "loop frames" implementation for TDT

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

* Clean up

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

* Add comments

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

* Fix confidence. Use tensor for durations.

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

---------

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

* Add dist ckpt support for regular optimizers (#7749) (#8293)

* Add dist ckpt support for regular optimizers

* [tutorial] fixed missing RIR scripts file. (#8257)

* fix imports

* imports fix

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

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

* ci imports fix

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

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

* revert asr notebook

* revert asr notebook

---------

Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Multimodal r1.23.0 bug fix  (#8315) (#8339)

* Rename quick-gelu

* ddpm config guard

* Fix ddpm edit api

* Fix insert_image_token cfg issue

* neva updates

* reformat

* Add back jenkins

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

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

* Fix jenkins

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

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

* Fix bugs

* Update default neva template

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore ds fix (#8283) (#8385)

* [tutorial] fixed missing RIR scripts file. (#8257)

* add values to en tts dict (#7879)

* mcore ds fix

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

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

* update mcore

* revert asr files

* add comments

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

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

* add support for mcore mock dataset

* update mcore version

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

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

* update gpt cfg

* update mcore commit

* fix Bert unit tests

* update bert tests

* fix bert mcore test

* fix gpt jenkins tests

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

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

* update apex & TE commits

* revert apex installation

* turn off the fusion for jenkins

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* MCore dataset compatibility for tokenizers (#8390) (#8397)

* Add unique_identifiers for all tokenizers and eod for SentencePieceTokenizer

* Add generalized token aliases to TokenizerSpec to conform with MegatronTokenizer's interface. Remove now-redundant individual fixes from AutoTokenizer and SentencePieceTokenizer.

---------

Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Canary: inference tokenization improvements; preserving custom keys when creating tarred manifests (#8432)

* Improvements for Canary:

- carry over custom keys when creatin tarred manifests
- selectable text field in ASR eval
- get rid of prompt slicing, create proper inference prompts

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

* set ensure_ascii=False in tarred conversion to avoid breaking tokenizers trained on UTF-8 encoding

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

---------

Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add  sbert to IR (#8445)

* add  sbert to IR

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

* add doc

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

* fix the  auto_tokenizer property method reset bug

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

* addressed bot comments

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

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

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

---------

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Update readme (#8440)

* update

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

* udpate

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

* update

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

* update

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

* update

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

* landing pages added

* landing page added for vision

* landing pages updated

* some minor changes to the main readme

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* typo fixed

* update

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

---------

Signed-off-by: eharper <eharper@nvidia.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeMo-Mistral to HF converter bugfix. (#8353) (#8442)

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixing mcore bert for TP, PP and SP (#8336) (#8443)

* Fixing mcore bert for TP, PP and SP

* Fixing mcore bert for TP, PP and SP

* Fixing mcore version

* Fixing mcore version

* Update Jenkinsfile

* Update Jenkinsfile

* Update Jenkinsfile

---------

Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add LoRA support to all linear layers (#7988)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

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

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

* Fixed bug with ddp training.

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

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

* MCoreMixin chages.

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

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

* using new commit of meg-LM

Signed-off-by: arendu <adithya.r@gmail.com>

* add cpu_offloading_num_layers to conversion script until bug in megatron is fixed

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

* fix peft mixin arguments to follow mcore 0.5

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

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

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

* update megatron commit to fix ci error

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

* try to fix ci

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

* try to fix ci

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

* add cfg default

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

---------

Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add Neva Template for NV-DPO Models  (#8358)

* add/rename from nvgpt to nv_steerlm, add nv_dpo template

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

* add nv_dpo conversation to accomendate empty system message

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

* handle nv_dpo template text generation

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

* add prompt string to nvgpt

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

* bugfix for inference prompt template

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

* bug fix for grabbing clean text

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

* fix code format

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

---------

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

---------

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Michal Futrega <mfutrega@nvidia.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Update PEFT Doc (#8501)

* update peft doc

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

* remove old prompt learning doc and notebook

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

* fix table

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

* fix table

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

* fix table

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

* revert accidental commit

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

* revert accidental commit

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

---------

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

* release updates (#8394)

* release updates (#8378)

* [tutorial] fixed missing RIR scripts file. (#8257)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* add values to en tts dict (#7879)

Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>

* mcore ds fix

Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>

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

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

* update mcore

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

* revert asr files

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

* add comments

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

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

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

* add support for mcore mock dataset

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

* update mcore version

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

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

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

* update gpt cfg

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

* update mcore commit

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

* fix Bert unit tests

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

* update bert tests

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

* fix bert mcore test

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

* fix gpt jenkins tests

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

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

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

* add support for dict data input type

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

* add mock ds test

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

* add test for dict data input type

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

* mcore ds fix

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

* data input fix

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

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>

* Update megatron_gpt_model.py

Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

---------

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: jiaqi zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Signed-off-by: Abhishree <abhishreetm@gmail.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Naga Venkatesh Gavini <nagavenkat9948@gmail.com>
Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Travis Bartley <tbartley@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Alexandros Koumparoulis <akoumparouli@dgx1v-loki-21.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Co-authored-by: Abhishree Thittenamane <47577437+athitten@users.noreply.github.com>
Co-authored-by: Jan Baczek <jbaczek@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Naga Venkatesh Gavini <nagavenkat9948@gmail.com>
Co-authored-by: Selvaraj Anandaraj <anandaraj@wisc.edu>
Co-authored-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: tbartley94 <90423858+tbartley94@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Michal Futrega <mfutrega@nvidia.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
zpx01 pushed a commit to zpx01/NeMo that referenced this pull request Mar 8, 2024
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Signed-off-by: Zeeshan Patel <zeeshanp@berkeley.edu>
zpx01 pushed a commit to zpx01/NeMo that referenced this pull request Mar 8, 2024
* removed pdeprecated eft model

Signed-off-by: arendu <adithya.r@gmail.com>

* add alpha

Signed-off-by: arendu <adithya.r@gmail.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>

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

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

* add alpha scaling to lora (NVIDIA#8483)

* coldfix (NVIDIA#8412)

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixed errors in the CTM gen functions (NVIDIA#8416) (NVIDIA#8420)

Signed-off-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add change_vocabulary and save_tokenizers() support to Multitask ASR models (NVIDIA#8357) (NVIDIA#8367)

* Add change_vocabulary and save_tokenizers() support

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

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

* Update nemo/collections/asr/models/aed_multitask_models.py

---------

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* fix path location and branch (NVIDIA#8314)

* fix path location and branch (NVIDIA#8304)

* fix path location and branch

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

* change to a floating point number

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

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>

* updat ebranch in tutorial

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

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add TP comm overlap knobs to AutocastTransformerLayer (NVIDIA#8290)

Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add deallocate pipeline output optimization (NVIDIA#8279) (NVIDIA#8318)

* add deallocate pipeline output optimization

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

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

---------

Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* remove assertion (NVIDIA#8302) (NVIDIA#8321)

Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Keep max_seqlen and cu_seqlens_argmin for later micro-batches when PP>1 (NVIDIA#8334) (NVIDIA#8346)

Signed-off-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Enable megatron core loggers for GPT pretraining (NVIDIA#8354) (NVIDIA#8384)

* Logging changes tested for gpt_pretraining

* Additional args

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

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

---------

Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fix dreambooth data sampler issue (NVIDIA#8400) (NVIDIA#8413)

* Turn on drop last

* Some neva fixes

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

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

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add ensemble decoding fix (NVIDIA#8427) (NVIDIA#8433)

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeVA Tutorial Notebook (NVIDIA#8217)

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add inference via script

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add codeblocks to run torchrun in notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

---------

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore customization doc minor fix (NVIDIA#8421) (NVIDIA#8437)

Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add `loop_labels` algorithm for TDT greedy decoding (NVIDIA#8215)

* Add `loop_labels` algorithm for TDT greedy decoding

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

* Use `loop_labels` by default

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

* Loop labels greedy decoding v2

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

* Add comments. Clean up

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add tests for batched hypotheses

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add tests for batched alignments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix comment

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix test

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add computer for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix TDT decoding algorithm

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Use loop frames by default for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Remove "loop frames" implementation for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Clean up

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix confidence. Use tensor for durations.

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

---------

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add dist ckpt support for regular optimizers (NVIDIA#7749) (NVIDIA#8293)

* Add dist ckpt support for regular optimizers

* [tutorial] fixed missing RIR scripts file. (NVIDIA#8257)

* fix imports

* imports fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* ci imports fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* revert asr notebook

* revert asr notebook

---------

Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Multimodal r1.23.0 bug fix  (NVIDIA#8315) (NVIDIA#8339)

* Rename quick-gelu

* ddpm config guard

* Fix ddpm edit api

* Fix insert_image_token cfg issue

* neva updates

* reformat

* Add back jenkins

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix jenkins

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix bugs

* Update default neva template

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore ds fix (NVIDIA#8283) (NVIDIA#8385)

* [tutorial] fixed missing RIR scripts file. (NVIDIA#8257)

* add values to en tts dict (NVIDIA#7879)

* mcore ds fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update mcore

* revert asr files

* add comments

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add support for mcore mock dataset

* update mcore version

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update gpt cfg

* update mcore commit

* fix Bert unit tests

* update bert tests

* fix bert mcore test

* fix gpt jenkins tests

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update apex & TE commits

* revert apex installation

* turn off the fusion for jenkins

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* MCore dataset compatibility for tokenizers (NVIDIA#8390) (NVIDIA#8397)

* Add unique_identifiers for all tokenizers and eod for SentencePieceTokenizer

* Add generalized token aliases to TokenizerSpec to conform with MegatronTokenizer's interface. Remove now-redundant individual fixes from AutoTokenizer and SentencePieceTokenizer.

---------

Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Canary: inference tokenization improvements; preserving custom keys when creating tarred manifests (NVIDIA#8432)

* Improvements for Canary:

- carry over custom keys when creatin tarred manifests
- selectable text field in ASR eval
- get rid of prompt slicing, create proper inference prompts

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

* set ensure_ascii=False in tarred conversion to avoid breaking tokenizers trained on UTF-8 encoding

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

---------

Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add  sbert to IR (NVIDIA#8445)

* add  sbert to IR

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* add doc

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* fix the  auto_tokenizer property method reset bug

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* addressed bot comments

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Update readme (NVIDIA#8440)

* update

Signed-off-by: eharper <eharper@nvidia.com>

* udpate

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* landing pages added

* landing page added for vision

* landing pages updated

* some minor changes to the main readme

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* typo fixed

* update

Signed-off-by: eharper <eharper@nvidia.com>

---------

Signed-off-by: eharper <eharper@nvidia.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeMo-Mistral to HF converter bugfix. (NVIDIA#8353) (NVIDIA#8442)

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixing mcore bert for TP, PP and SP (NVIDIA#8336) (NVIDIA#8443)

* Fixing mcore bert for TP, PP and SP

* Fixing mcore bert for TP, PP and SP

* Fixing mcore version

* Fixing mcore version

* Update Jenkinsfile

* Update Jenkinsfile

* Update Jenkinsfile

---------

Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add LoRA support to all linear layers (NVIDIA#7988)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixed bug with ddp training.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* MCoreMixin chages.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* using new commit of meg-LM

Signed-off-by: arendu <adithya.r@gmail.com>

* add cpu_offloading_num_layers to conversion script until bug in megatron is fixed

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix peft mixin arguments to follow mcore 0.5

Signed-off-by: Chen Cui <chcui@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update megatron commit to fix ci error

Signed-off-by: Chen Cui <chcui@nvidia.com>

* try to fix ci

Signed-off-by: Chen Cui <chcui@nvidia.com>

* try to fix ci

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add cfg default

Signed-off-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add Neva Template for NV-DPO Models  (NVIDIA#8358)

* add/rename from nvgpt to nv_steerlm, add nv_dpo template

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add nv_dpo conversation to accomendate empty system message

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* handle nv_dpo template text generation

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add prompt string to nvgpt

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* bugfix for inference prompt template

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* bug fix for grabbing clean text

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

* fix code format

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

---------

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

---------

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Michal Futrega <mfutrega@nvidia.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Zeeshan Patel <zeeshanp@berkeley.edu>
zpx01 pushed a commit to zpx01/NeMo that referenced this pull request Mar 8, 2024
* MoE parameter passing (#8255)

* MoE parameter passing

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Pass EP/MoE params in consumer scripts.

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* PR fixes

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Use latest commit of mcore-0.5

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* CI fix

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: Alexandros Koumparoulis <akoumparouli@dgx1v-loki-21.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Jiaqiz/option to disable adapters & merge all lora layers (#8029)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixed bug with ddp training.

* use adapter only when it is enabled

Signed-off-by: jiaqi zeng <jiaqiz@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* fix lora merge script (#8113)

Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>

* add peft ckpt to nemo

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* merge lora weights for all layers, mcore only

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* support/fix cpu initialization

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add example usage

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix TP due to distributed checkpoint

Signed-off-by: Chen Cui <chcui@nvidia.com>

* updating the logic of merging lora weights for all layers, mcore only

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* MCoreMixin chages.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* merge in fp32 then cast back

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* remove ckpt to nemo

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* fix import

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

---------

Signed-off-by: jiaqi zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Update k2 version (#8478)

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Add mcore full TE transformer layer spec (#8328)

* Add spec and implement autocast layer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* remove try-catchs, these dependecies are mandatory for this file

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Check out this cool try/except clause

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Remove unused import

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add import tests to Jenkinsfile

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Move import tests to Jenkins and remove code that is developed only for passing tests

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Make test robust to faulty base configs

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Use proper GPT implementation in the test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add dummy parameter to accomodated for the changes in mcore

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update mcore to 0.5.0 in Jenkins pipeline

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump mcore commit. This is commit from tot, not any release.

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Remove from the test config option that is incompatible with bias_activation_fusion

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump TE version in CI to 1.4

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Change precision for the test - current runnens don't support bf16

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

---------

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Add mcore full TE transformer layer spec (#8328)

* Add spec and implement autocast layer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* remove try-catchs, these dependecies are mandatory for this file

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Check out this cool try/except clause

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Remove unused import

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add import tests to Jenkinsfile

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Move import tests to Jenkins and remove code that is developed only for passing tests

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Make test robust to faulty base configs

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Use proper GPT implementation in the test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add dummy parameter to accomodated for the changes in mcore

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update mcore to 0.5.0 in Jenkins pipeline

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump mcore commit. This is commit from tot, not any release.

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Remove from the test config option that is incompatible with bias_activation_fusion

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump TE version in CI to 1.4

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Change precision for the test - current runnens don't support bf16

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

---------

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>

* Handle float limit_val_batches (#8426)

* Handle float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Rectify reconfiguration of float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Remove unused imports

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Scale len(val_dataloader) with float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Return len(dataloader) in microbatches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Add back resetting of num val samples

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Fix to ensure float limit_val_batches is multiple of num_micro_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Remove forcing eval samples to 1 for float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Fix bug wrt 0 limiot_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Add missing mock_dataset line

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Avoid ensuring limit_val_batches is a mutliple of microbatches for 1.0

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Restore the hack forcing number of validation and test epochs to 1

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Change limit_val_batches to 1.0 for GPT pretraining test. The integer value is covered in other tests

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

---------

Signed-off-by: Abhishree <abhishreetm@gmail.com>
Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Fix tutorial links in user guide (#8497)

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Sequence Parallel for LoRA (#8369)

* support lora + sequence parallel

Signed-off-by: Chen Cui <chcui@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add more comments

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add lora SP CI test

Signed-off-by: Chen Cui <chcui@nvidia.com>

* support lora for all linear modules as in #7988

Signed-off-by: Chen Cui <chcui@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Call proper method to replace (#8498)

Signed-off-by: Naga Venkatesh Gavini <nagavenkat9948@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Added memory logger (#8395)

* Added memory logger

Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Canary refactor for Riva (#8363)

* initial commit of bleu score tracking

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* initial commit, refactoring aed models for riva

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Updating Canary to support torch metrics

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style fixes

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* missed an empty batch conditional

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Fixing dataloader issues

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Finishing merge conflict with transcribe update

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style fix

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* copyright header fix

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* yet another merge conflict

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* making paired data management safer

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* sentencepiece needs bigger tokenizer...

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* sentencepiece tokenizer vocab needs to be +2 from vocab for canary

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Update canary tokenizer to be more generic, updated metrics to manage special tokens removal themselves.

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* merge conflit

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Simplified tokenizer and corrected bug in dataloader

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Cleaning up docstrings and fixing inference bug.

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* adding example scripts

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* cleaning up useless imports

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* adding unit tests

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* fixing unit tests

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* cfg name change

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* adding custom check to pass pytests

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* removing print script

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* catching bugs regarding tokens.

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* added docstrings and made examples scripts more generic

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* docstring deleted by accident

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* plurals in namespace

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* changing example script

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

---------

Signed-off-by: Travis Bartley <tbartley@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* add alpha scaling to lora (#8248)

* removed pdeprecated eft model

Signed-off-by: arendu <adithya.r@gmail.com>

* add alpha

Signed-off-by: arendu <adithya.r@gmail.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add alpha scaling to lora (#8483)

* coldfix (#8412)

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixed errors in the CTM gen functions (#8416) (#8420)

Signed-off-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add change_vocabulary and save_tokenizers() support to Multitask ASR models (#8357) (#8367)

* Add change_vocabulary and save_tokenizers() support

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update nemo/collections/asr/models/aed_multitask_models.py

---------

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* fix path location and branch (#8314)

* fix path location and branch (#8304)

* fix path location and branch

Signed-off-by: Nithin Rao Koluguri <nithinraok>

* change to a floating point number

Signed-off-by: Nithin Rao Koluguri <nithinraok>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>

* updat ebranch in tutorial

Signed-off-by: Nithin Rao Koluguri <nithinraok>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add TP comm overlap knobs to AutocastTransformerLayer (#8290)

Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add deallocate pipeline output optimization (#8279) (#8318)

* add deallocate pipeline output optimization

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* remove assertion (#8302) (#8321)

Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Keep max_seqlen and cu_seqlens_argmin for later micro-batches when PP>1 (#8334) (#8346)

Signed-off-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Enable megatron core loggers for GPT pretraining (#8354) (#8384)

* Logging changes tested for gpt_pretraining

* Additional args

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fix dreambooth data sampler issue (#8400) (#8413)

* Turn on drop last

* Some neva fixes

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add ensemble decoding fix (#8427) (#8433)

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeVA Tutorial Notebook (#8217)

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add inference via script

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add codeblocks to run torchrun in notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

---------

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore customization doc minor fix (#8421) (#8437)

Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add `loop_labels` algorithm for TDT greedy decoding (#8215)

* Add `loop_labels` algorithm for TDT greedy decoding

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Use `loop_labels` by default

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Loop labels greedy decoding v2

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments. Clean up

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add tests for batched hypotheses

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add tests for batched alignments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix comment

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix test

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add computer for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix TDT decoding algorithm

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Use loop frames by default for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Remove "loop frames" implementation for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Clean up

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix confidence. Use tensor for durations.

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

---------

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add dist ckpt support for regular optimizers (#7749) (#8293)

* Add dist ckpt support for regular optimizers

* [tutorial] fixed missing RIR scripts file. (#8257)

* fix imports

* imports fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* ci imports fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* revert asr notebook

* revert asr notebook

---------

Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Multimodal r1.23.0 bug fix  (#8315) (#8339)

* Rename quick-gelu

* ddpm config guard

* Fix ddpm edit api

* Fix insert_image_token cfg issue

* neva updates

* reformat

* Add back jenkins

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix jenkins

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix bugs

* Update default neva template

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore ds fix (#8283) (#8385)

* [tutorial] fixed missing RIR scripts file. (#8257)

* add values to en tts dict (#7879)

* mcore ds fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update mcore

* revert asr files

* add comments

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add support for mcore mock dataset

* update mcore version

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update gpt cfg

* update mcore commit

* fix Bert unit tests

* update bert tests

* fix bert mcore test

* fix gpt jenkins tests

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update apex & TE commits

* revert apex installation

* turn off the fusion for jenkins

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* MCore dataset compatibility for tokenizers (#8390) (#8397)

* Add unique_identifiers for all tokenizers and eod for SentencePieceTokenizer

* Add generalized token aliases to TokenizerSpec to conform with MegatronTokenizer's interface. Remove now-redundant individual fixes from AutoTokenizer and SentencePieceTokenizer.

---------

Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Canary: inference tokenization improvements; preserving custom keys when creating tarred manifests (#8432)

* Improvements for Canary:

- carry over custom keys when creatin tarred manifests
- selectable text field in ASR eval
- get rid of prompt slicing, create proper inference prompts

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

* set ensure_ascii=False in tarred conversion to avoid breaking tokenizers trained on UTF-8 encoding

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

---------

Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add  sbert to IR (#8445)

* add  sbert to IR

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* add doc

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* fix the  auto_tokenizer property method reset bug

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* addressed bot comments

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Update readme (#8440)

* update

Signed-off-by: eharper <eharper@nvidia.com>

* udpate

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* landing pages added

* landing page added for vision

* landing pages updated

* some minor changes to the main readme

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* typo fixed

* update

Signed-off-by: eharper <eharper@nvidia.com>

---------

Signed-off-by: eharper <eharper@nvidia.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeMo-Mistral to HF converter bugfix. (#8353) (#8442)

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixing mcore bert for TP, PP and SP (#8336) (#8443)

* Fixing mcore bert for TP, PP and SP

* Fixing mcore bert for TP, PP and SP

* Fixing mcore version

* Fixing mcore version

* Update Jenkinsfile

* Update Jenkinsfile

* Update Jenkinsfile

---------

Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add LoRA support to all linear layers (#7988)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixed bug with ddp training.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* MCoreMixin chages.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* using new commit of meg-LM

Signed-off-by: arendu <adithya.r@gmail.com>

* add cpu_offloading_num_layers to conversion script until bug in megatron is fixed

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix peft mixin arguments to follow mcore 0.5

Signed-off-by: Chen Cui <chcui@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update megatron commit to fix ci error

Signed-off-by: Chen Cui <chcui@nvidia.com>

* try to fix ci

Signed-off-by: Chen Cui <chcui@nvidia.com>

* try to fix ci

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add cfg default

Signed-off-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add Neva Template for NV-DPO Models  (#8358)

* add/rename from nvgpt to nv_steerlm, add nv_dpo template

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add nv_dpo conversation to accomendate empty system message

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* handle nv_dpo template text generation

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add prompt string to nvgpt

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* bugfix for inference prompt template

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* bug fix for grabbing clean text

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

* fix code format

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

---------

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

---------

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Michal Futrega <mfutrega@nvidia.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Update PEFT Doc (#8501)

* update peft doc

Signed-off-by: Chen Cui <chcui@nvidia.com>

* remove old prompt learning doc and notebook

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix table

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix table

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix table

Signed-off-by: Chen Cui <chcui@nvidia.com>

* revert accidental commit

Signed-off-by: Chen Cui <chcui@nvidia.com>

* revert accidental commit

Signed-off-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* release updates (#8394)

* release updates (#8378)

* [tutorial] fixed missing RIR scripts file. (#8257)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* add values to en tts dict (#7879)

Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>

* mcore ds fix

Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update mcore

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* revert asr files

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* add comments

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add support for mcore mock dataset

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* update mcore version

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update gpt cfg

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* update mcore commit

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* fix Bert unit tests

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* update bert tests

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* fix bert mcore test

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* fix gpt jenkins tests

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add support for dict data input type

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* add mock ds test

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* add test for dict data input type

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* mcore ds fix

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* data input fix

Signed-off-by: dimapihtar <dpihtar@gmail.com>

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>

* Update megatron_gpt_model.py

Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

---------

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: jiaqi zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Signed-off-by: Abhishree <abhishreetm@gmail.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Naga Venkatesh Gavini <nagavenkat9948@gmail.com>
Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Travis Bartley <tbartley@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Alexandros Koumparoulis <akoumparouli@dgx1v-loki-21.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Co-authored-by: Abhishree Thittenamane <47577437+athitten@users.noreply.github.com>
Co-authored-by: Jan Baczek <jbaczek@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Naga Venkatesh Gavini <nagavenkat9948@gmail.com>
Co-authored-by: Selvaraj Anandaraj <anandaraj@wisc.edu>
Co-authored-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: tbartley94 <90423858+tbartley94@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Michal Futrega <mfutrega@nvidia.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: Zeeshan Patel <zeeshanp@berkeley.edu>
JRD971000 added a commit that referenced this pull request Mar 15, 2024
* removed pdeprecated eft model

Signed-off-by: arendu <adithya.r@gmail.com>

* add alpha

Signed-off-by: arendu <adithya.r@gmail.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add alpha scaling to lora (#8483)

* coldfix (#8412)

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixed errors in the CTM gen functions (#8416) (#8420)

Signed-off-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add change_vocabulary and save_tokenizers() support to Multitask ASR models (#8357) (#8367)

* Add change_vocabulary and save_tokenizers() support

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update nemo/collections/asr/models/aed_multitask_models.py

---------

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* fix path location and branch (#8314)

* fix path location and branch (#8304)

* fix path location and branch

Signed-off-by: Nithin Rao Koluguri <nithinraok>

* change to a floating point number

Signed-off-by: Nithin Rao Koluguri <nithinraok>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>

* updat ebranch in tutorial

Signed-off-by: Nithin Rao Koluguri <nithinraok>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add TP comm overlap knobs to AutocastTransformerLayer (#8290)

Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add deallocate pipeline output optimization (#8279) (#8318)

* add deallocate pipeline output optimization

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* remove assertion (#8302) (#8321)

Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Keep max_seqlen and cu_seqlens_argmin for later micro-batches when PP>1 (#8334) (#8346)

Signed-off-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Enable megatron core loggers for GPT pretraining (#8354) (#8384)

* Logging changes tested for gpt_pretraining

* Additional args

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fix dreambooth data sampler issue (#8400) (#8413)

* Turn on drop last

* Some neva fixes

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add ensemble decoding fix (#8427) (#8433)

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeVA Tutorial Notebook (#8217)

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add inference via script

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add codeblocks to run torchrun in notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

---------

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore customization doc minor fix (#8421) (#8437)

Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add `loop_labels` algorithm for TDT greedy decoding (#8215)

* Add `loop_labels` algorithm for TDT greedy decoding

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Use `loop_labels` by default

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Loop labels greedy decoding v2

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments. Clean up

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add tests for batched hypotheses

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add tests for batched alignments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix comment

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix test

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add computer for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix TDT decoding algorithm

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Use loop frames by default for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Remove "loop frames" implementation for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Clean up

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix confidence. Use tensor for durations.

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

---------

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add dist ckpt support for regular optimizers (#7749) (#8293)

* Add dist ckpt support for regular optimizers

* [tutorial] fixed missing RIR scripts file. (#8257)

* fix imports

* imports fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* ci imports fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* revert asr notebook

* revert asr notebook

---------

Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Multimodal r1.23.0 bug fix  (#8315) (#8339)

* Rename quick-gelu

* ddpm config guard

* Fix ddpm edit api

* Fix insert_image_token cfg issue

* neva updates

* reformat

* Add back jenkins

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix jenkins

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix bugs

* Update default neva template

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore ds fix (#8283) (#8385)

* [tutorial] fixed missing RIR scripts file. (#8257)

* add values to en tts dict (#7879)

* mcore ds fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update mcore

* revert asr files

* add comments

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add support for mcore mock dataset

* update mcore version

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update gpt cfg

* update mcore commit

* fix Bert unit tests

* update bert tests

* fix bert mcore test

* fix gpt jenkins tests

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update apex & TE commits

* revert apex installation

* turn off the fusion for jenkins

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* MCore dataset compatibility for tokenizers (#8390) (#8397)

* Add unique_identifiers for all tokenizers and eod for SentencePieceTokenizer

* Add generalized token aliases to TokenizerSpec to conform with MegatronTokenizer's interface. Remove now-redundant individual fixes from AutoTokenizer and SentencePieceTokenizer.

---------

Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Canary: inference tokenization improvements; preserving custom keys when creating tarred manifests (#8432)

* Improvements for Canary:

- carry over custom keys when creatin tarred manifests
- selectable text field in ASR eval
- get rid of prompt slicing, create proper inference prompts

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

* set ensure_ascii=False in tarred conversion to avoid breaking tokenizers trained on UTF-8 encoding

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

---------

Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add  sbert to IR (#8445)

* add  sbert to IR

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* add doc

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* fix the  auto_tokenizer property method reset bug

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* addressed bot comments

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Update readme (#8440)

* update

Signed-off-by: eharper <eharper@nvidia.com>

* udpate

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* landing pages added

* landing page added for vision

* landing pages updated

* some minor changes to the main readme

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* typo fixed

* update

Signed-off-by: eharper <eharper@nvidia.com>

---------

Signed-off-by: eharper <eharper@nvidia.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeMo-Mistral to HF converter bugfix. (#8353) (#8442)

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixing mcore bert for TP, PP and SP (#8336) (#8443)

* Fixing mcore bert for TP, PP and SP

* Fixing mcore bert for TP, PP and SP

* Fixing mcore version

* Fixing mcore version

* Update Jenkinsfile

* Update Jenkinsfile

* Update Jenkinsfile

---------

Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add LoRA support to all linear layers (#7988)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixed bug with ddp training.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* MCoreMixin chages.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* using new commit of meg-LM

Signed-off-by: arendu <adithya.r@gmail.com>

* add cpu_offloading_num_layers to conversion script until bug in megatron is fixed

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix peft mixin arguments to follow mcore 0.5

Signed-off-by: Chen Cui <chcui@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update megatron commit to fix ci error

Signed-off-by: Chen Cui <chcui@nvidia.com>

* try to fix ci

Signed-off-by: Chen Cui <chcui@nvidia.com>

* try to fix ci

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add cfg default

Signed-off-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add Neva Template for NV-DPO Models  (#8358)

* add/rename from nvgpt to nv_steerlm, add nv_dpo template

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add nv_dpo conversation to accomendate empty system message

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* handle nv_dpo template text generation

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add prompt string to nvgpt

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* bugfix for inference prompt template

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* bug fix for grabbing clean text

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

* fix code format

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

---------

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

---------

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Michal Futrega <mfutrega@nvidia.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
JRD971000 added a commit that referenced this pull request Mar 15, 2024
* MoE parameter passing (#8255)

* MoE parameter passing

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Pass EP/MoE params in consumer scripts.

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* PR fixes

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Use latest commit of mcore-0.5

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* CI fix

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: Alexandros Koumparoulis <akoumparouli@dgx1v-loki-21.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Jiaqiz/option to disable adapters & merge all lora layers (#8029)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixed bug with ddp training.

* use adapter only when it is enabled

Signed-off-by: jiaqi zeng <jiaqiz@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* fix lora merge script (#8113)

Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>

* add peft ckpt to nemo

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* merge lora weights for all layers, mcore only

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* support/fix cpu initialization

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add example usage

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix TP due to distributed checkpoint

Signed-off-by: Chen Cui <chcui@nvidia.com>

* updating the logic of merging lora weights for all layers, mcore only

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* MCoreMixin chages.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* merge in fp32 then cast back

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* remove ckpt to nemo

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* fix import

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

---------

Signed-off-by: jiaqi zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Update k2 version (#8478)

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Add mcore full TE transformer layer spec (#8328)

* Add spec and implement autocast layer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* remove try-catchs, these dependecies are mandatory for this file

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Check out this cool try/except clause

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Remove unused import

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add import tests to Jenkinsfile

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Move import tests to Jenkins and remove code that is developed only for passing tests

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Make test robust to faulty base configs

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Use proper GPT implementation in the test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add dummy parameter to accomodated for the changes in mcore

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update mcore to 0.5.0 in Jenkins pipeline

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump mcore commit. This is commit from tot, not any release.

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Remove from the test config option that is incompatible with bias_activation_fusion

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump TE version in CI to 1.4

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Change precision for the test - current runnens don't support bf16

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

---------

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Add mcore full TE transformer layer spec (#8328)

* Add spec and implement autocast layer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* remove try-catchs, these dependecies are mandatory for this file

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Check out this cool try/except clause

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Remove unused import

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add import tests to Jenkinsfile

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Move import tests to Jenkins and remove code that is developed only for passing tests

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Make test robust to faulty base configs

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Use proper GPT implementation in the test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add dummy parameter to accomodated for the changes in mcore

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update mcore to 0.5.0 in Jenkins pipeline

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump mcore commit. This is commit from tot, not any release.

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Remove from the test config option that is incompatible with bias_activation_fusion

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump TE version in CI to 1.4

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Change precision for the test - current runnens don't support bf16

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

---------

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>

* Handle float limit_val_batches (#8426)

* Handle float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Rectify reconfiguration of float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Remove unused imports

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Scale len(val_dataloader) with float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Return len(dataloader) in microbatches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Add back resetting of num val samples

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Fix to ensure float limit_val_batches is multiple of num_micro_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Remove forcing eval samples to 1 for float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Fix bug wrt 0 limiot_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Add missing mock_dataset line

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Avoid ensuring limit_val_batches is a mutliple of microbatches for 1.0

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Restore the hack forcing number of validation and test epochs to 1

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Change limit_val_batches to 1.0 for GPT pretraining test. The integer value is covered in other tests

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

---------

Signed-off-by: Abhishree <abhishreetm@gmail.com>
Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Fix tutorial links in user guide (#8497)

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Sequence Parallel for LoRA (#8369)

* support lora + sequence parallel

Signed-off-by: Chen Cui <chcui@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add more comments

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add lora SP CI test

Signed-off-by: Chen Cui <chcui@nvidia.com>

* support lora for all linear modules as in #7988

Signed-off-by: Chen Cui <chcui@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Call proper method to replace (#8498)

Signed-off-by: Naga Venkatesh Gavini <nagavenkat9948@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Added memory logger (#8395)

* Added memory logger

Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Canary refactor for Riva (#8363)

* initial commit of bleu score tracking

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* initial commit, refactoring aed models for riva

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Updating Canary to support torch metrics

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style fixes

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* missed an empty batch conditional

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Fixing dataloader issues

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Finishing merge conflict with transcribe update

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style fix

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* copyright header fix

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* yet another merge conflict

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* making paired data management safer

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* sentencepiece needs bigger tokenizer...

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* sentencepiece tokenizer vocab needs to be +2 from vocab for canary

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Update canary tokenizer to be more generic, updated metrics to manage special tokens removal themselves.

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* merge conflit

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Simplified tokenizer and corrected bug in dataloader

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Cleaning up docstrings and fixing inference bug.

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* adding example scripts

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* cleaning up useless imports

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* adding unit tests

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* fixing unit tests

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* cfg name change

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* adding custom check to pass pytests

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* removing print script

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* catching bugs regarding tokens.

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* added docstrings and made examples scripts more generic

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* docstring deleted by accident

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* plurals in namespace

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* changing example script

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

---------

Signed-off-by: Travis Bartley <tbartley@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* add alpha scaling to lora (#8248)

* removed pdeprecated eft model

Signed-off-by: arendu <adithya.r@gmail.com>

* add alpha

Signed-off-by: arendu <adithya.r@gmail.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add alpha scaling to lora (#8483)

* coldfix (#8412)

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixed errors in the CTM gen functions (#8416) (#8420)

Signed-off-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add change_vocabulary and save_tokenizers() support to Multitask ASR models (#8357) (#8367)

* Add change_vocabulary and save_tokenizers() support

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update nemo/collections/asr/models/aed_multitask_models.py

---------

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* fix path location and branch (#8314)

* fix path location and branch (#8304)

* fix path location and branch

Signed-off-by: Nithin Rao Koluguri <nithinraok>

* change to a floating point number

Signed-off-by: Nithin Rao Koluguri <nithinraok>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>

* updat ebranch in tutorial

Signed-off-by: Nithin Rao Koluguri <nithinraok>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add TP comm overlap knobs to AutocastTransformerLayer (#8290)

Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add deallocate pipeline output optimization (#8279) (#8318)

* add deallocate pipeline output optimization

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* remove assertion (#8302) (#8321)

Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Keep max_seqlen and cu_seqlens_argmin for later micro-batches when PP>1 (#8334) (#8346)

Signed-off-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Enable megatron core loggers for GPT pretraining (#8354) (#8384)

* Logging changes tested for gpt_pretraining

* Additional args

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fix dreambooth data sampler issue (#8400) (#8413)

* Turn on drop last

* Some neva fixes

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add ensemble decoding fix (#8427) (#8433)

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeVA Tutorial Notebook (#8217)

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add inference via script

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add codeblocks to run torchrun in notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

---------

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore customization doc minor fix (#8421) (#8437)

Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add `loop_labels` algorithm for TDT greedy decoding (#8215)

* Add `loop_labels` algorithm for TDT greedy decoding

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Use `loop_labels` by default

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Loop labels greedy decoding v2

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments. Clean up

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add tests for batched hypotheses

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add tests for batched alignments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix comment

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix test

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add computer for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix TDT decoding algorithm

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Use loop frames by default for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Remove "loop frames" implementation for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Clean up

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix confidence. Use tensor for durations.

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

---------

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add dist ckpt support for regular optimizers (#7749) (#8293)

* Add dist ckpt support for regular optimizers

* [tutorial] fixed missing RIR scripts file. (#8257)

* fix imports

* imports fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* ci imports fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* revert asr notebook

* revert asr notebook

---------

Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Multimodal r1.23.0 bug fix  (#8315) (#8339)

* Rename quick-gelu

* ddpm config guard

* Fix ddpm edit api

* Fix insert_image_token cfg issue

* neva updates

* reformat

* Add back jenkins

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix jenkins

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix bugs

* Update default neva template

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore ds fix (#8283) (#8385)

* [tutorial] fixed missing RIR scripts file. (#8257)

* add values to en tts dict (#7879)

* mcore ds fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update mcore

* revert asr files

* add comments

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add support for mcore mock dataset

* update mcore version

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update gpt cfg

* update mcore commit

* fix Bert unit tests

* update bert tests

* fix bert mcore test

* fix gpt jenkins tests

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update apex & TE commits

* revert apex installation

* turn off the fusion for jenkins

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* MCore dataset compatibility for tokenizers (#8390) (#8397)

* Add unique_identifiers for all tokenizers and eod for SentencePieceTokenizer

* Add generalized token aliases to TokenizerSpec to conform with MegatronTokenizer's interface. Remove now-redundant individual fixes from AutoTokenizer and SentencePieceTokenizer.

---------

Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Canary: inference tokenization improvements; preserving custom keys when creating tarred manifests (#8432)

* Improvements for Canary:

- carry over custom keys when creatin tarred manifests
- selectable text field in ASR eval
- get rid of prompt slicing, create proper inference prompts

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

* set ensure_ascii=False in tarred conversion to avoid breaking tokenizers trained on UTF-8 encoding

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

---------

Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add  sbert to IR (#8445)

* add  sbert to IR

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* add doc

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* fix the  auto_tokenizer property method reset bug

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* addressed bot comments

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Update readme (#8440)

* update

Signed-off-by: eharper <eharper@nvidia.com>

* udpate

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* landing pages added

* landing page added for vision

* landing pages updated

* some minor changes to the main readme

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* typo fixed

* update

Signed-off-by: eharper <eharper@nvidia.com>

---------

Signed-off-by: eharper <eharper@nvidia.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeMo-Mistral to HF converter bugfix. (#8353) (#8442)

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixing mcore bert for TP, PP and SP (#8336) (#8443)

* Fixing mcore bert for TP, PP and SP

* Fixing mcore bert for TP, PP and SP

* Fixing mcore version

* Fixing mcore version

* Update Jenkinsfile

* Update Jenkinsfile

* Update Jenkinsfile

---------

Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add LoRA support to all linear layers (#7988)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixed bug with ddp training.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* MCoreMixin chages.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* using new commit of meg-LM

Signed-off-by: arendu <adithya.r@gmail.com>

* add cpu_offloading_num_layers to conversion script until bug in megatron is fixed

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix peft mixin arguments to follow mcore 0.5

Signed-off-by: Chen Cui <chcui@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update megatron commit to fix ci error

Signed-off-by: Chen Cui <chcui@nvidia.com>

* try to fix ci

Signed-off-by: Chen Cui <chcui@nvidia.com>

* try to fix ci

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add cfg default

Signed-off-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add Neva Template for NV-DPO Models  (#8358)

* add/rename from nvgpt to nv_steerlm, add nv_dpo template

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add nv_dpo conversation to accomendate empty system message

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* handle nv_dpo template text generation

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add prompt string to nvgpt

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* bugfix for inference prompt template

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* bug fix for grabbing clean text

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

* fix code format

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

---------

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

---------

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Michal Futrega <mfutrega@nvidia.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Update PEFT Doc (#8501)

* update peft doc

Signed-off-by: Chen Cui <chcui@nvidia.com>

* remove old prompt learning doc and notebook

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix table

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix table

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix table

Signed-off-by: Chen Cui <chcui@nvidia.com>

* revert accidental commit

Signed-off-by: Chen Cui <chcui@nvidia.com>

* revert accidental commit

Signed-off-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* release updates (#8394)

* release updates (#8378)

* [tutorial] fixed missing RIR scripts file. (#8257)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* add values to en tts dict (#7879)

Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>

* mcore ds fix

Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update mcore

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* revert asr files

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* add comments

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add support for mcore mock dataset

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* update mcore version

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update gpt cfg

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* update mcore commit

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* fix Bert unit tests

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* update bert tests

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* fix bert mcore test

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* fix gpt jenkins tests

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add support for dict data input type

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* add mock ds test

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* add test for dict data input type

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* mcore ds fix

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* data input fix

Signed-off-by: dimapihtar <dpihtar@gmail.com>

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>

* Update megatron_gpt_model.py

Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

---------

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: jiaqi zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Signed-off-by: Abhishree <abhishreetm@gmail.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Naga Venkatesh Gavini <nagavenkat9948@gmail.com>
Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Travis Bartley <tbartley@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Alexandros Koumparoulis <akoumparouli@dgx1v-loki-21.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Co-authored-by: Abhishree Thittenamane <47577437+athitten@users.noreply.github.com>
Co-authored-by: Jan Baczek <jbaczek@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Naga Venkatesh Gavini <nagavenkat9948@gmail.com>
Co-authored-by: Selvaraj Anandaraj <anandaraj@wisc.edu>
Co-authored-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: tbartley94 <90423858+tbartley94@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Michal Futrega <mfutrega@nvidia.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
pablo-garay pushed a commit that referenced this pull request Mar 19, 2024
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Signed-off-by: Pablo Garay <pagaray@nvidia.com>
pablo-garay added a commit that referenced this pull request Mar 19, 2024
* removed pdeprecated eft model

Signed-off-by: arendu <adithya.r@gmail.com>

* add alpha

Signed-off-by: arendu <adithya.r@gmail.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add alpha scaling to lora (#8483)

* coldfix (#8412)

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixed errors in the CTM gen functions (#8416) (#8420)

Signed-off-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add change_vocabulary and save_tokenizers() support to Multitask ASR models (#8357) (#8367)

* Add change_vocabulary and save_tokenizers() support

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update nemo/collections/asr/models/aed_multitask_models.py

---------

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* fix path location and branch (#8314)

* fix path location and branch (#8304)

* fix path location and branch

Signed-off-by: Nithin Rao Koluguri <nithinraok>

* change to a floating point number

Signed-off-by: Nithin Rao Koluguri <nithinraok>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>

* updat ebranch in tutorial

Signed-off-by: Nithin Rao Koluguri <nithinraok>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add TP comm overlap knobs to AutocastTransformerLayer (#8290)

Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add deallocate pipeline output optimization (#8279) (#8318)

* add deallocate pipeline output optimization

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* remove assertion (#8302) (#8321)

Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Keep max_seqlen and cu_seqlens_argmin for later micro-batches when PP>1 (#8334) (#8346)

Signed-off-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Enable megatron core loggers for GPT pretraining (#8354) (#8384)

* Logging changes tested for gpt_pretraining

* Additional args

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fix dreambooth data sampler issue (#8400) (#8413)

* Turn on drop last

* Some neva fixes

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add ensemble decoding fix (#8427) (#8433)

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeVA Tutorial Notebook (#8217)

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add inference via script

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add codeblocks to run torchrun in notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

---------

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore customization doc minor fix (#8421) (#8437)

Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add `loop_labels` algorithm for TDT greedy decoding (#8215)

* Add `loop_labels` algorithm for TDT greedy decoding

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Use `loop_labels` by default

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Loop labels greedy decoding v2

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments. Clean up

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add tests for batched hypotheses

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add tests for batched alignments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix comment

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix test

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add computer for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix TDT decoding algorithm

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Use loop frames by default for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Remove "loop frames" implementation for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Clean up

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix confidence. Use tensor for durations.

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

---------

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add dist ckpt support for regular optimizers (#7749) (#8293)

* Add dist ckpt support for regular optimizers

* [tutorial] fixed missing RIR scripts file. (#8257)

* fix imports

* imports fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* ci imports fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* revert asr notebook

* revert asr notebook

---------

Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Multimodal r1.23.0 bug fix  (#8315) (#8339)

* Rename quick-gelu

* ddpm config guard

* Fix ddpm edit api

* Fix insert_image_token cfg issue

* neva updates

* reformat

* Add back jenkins

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix jenkins

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix bugs

* Update default neva template

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore ds fix (#8283) (#8385)

* [tutorial] fixed missing RIR scripts file. (#8257)

* add values to en tts dict (#7879)

* mcore ds fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update mcore

* revert asr files

* add comments

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add support for mcore mock dataset

* update mcore version

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update gpt cfg

* update mcore commit

* fix Bert unit tests

* update bert tests

* fix bert mcore test

* fix gpt jenkins tests

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update apex & TE commits

* revert apex installation

* turn off the fusion for jenkins

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* MCore dataset compatibility for tokenizers (#8390) (#8397)

* Add unique_identifiers for all tokenizers and eod for SentencePieceTokenizer

* Add generalized token aliases to TokenizerSpec to conform with MegatronTokenizer's interface. Remove now-redundant individual fixes from AutoTokenizer and SentencePieceTokenizer.

---------

Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Canary: inference tokenization improvements; preserving custom keys when creating tarred manifests (#8432)

* Improvements for Canary:

- carry over custom keys when creatin tarred manifests
- selectable text field in ASR eval
- get rid of prompt slicing, create proper inference prompts

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

* set ensure_ascii=False in tarred conversion to avoid breaking tokenizers trained on UTF-8 encoding

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

---------

Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add  sbert to IR (#8445)

* add  sbert to IR

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* add doc

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* fix the  auto_tokenizer property method reset bug

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* addressed bot comments

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Update readme (#8440)

* update

Signed-off-by: eharper <eharper@nvidia.com>

* udpate

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* landing pages added

* landing page added for vision

* landing pages updated

* some minor changes to the main readme

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* typo fixed

* update

Signed-off-by: eharper <eharper@nvidia.com>

---------

Signed-off-by: eharper <eharper@nvidia.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeMo-Mistral to HF converter bugfix. (#8353) (#8442)

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixing mcore bert for TP, PP and SP (#8336) (#8443)

* Fixing mcore bert for TP, PP and SP

* Fixing mcore bert for TP, PP and SP

* Fixing mcore version

* Fixing mcore version

* Update Jenkinsfile

* Update Jenkinsfile

* Update Jenkinsfile

---------

Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add LoRA support to all linear layers (#7988)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixed bug with ddp training.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* MCoreMixin chages.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* using new commit of meg-LM

Signed-off-by: arendu <adithya.r@gmail.com>

* add cpu_offloading_num_layers to conversion script until bug in megatron is fixed

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix peft mixin arguments to follow mcore 0.5

Signed-off-by: Chen Cui <chcui@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update megatron commit to fix ci error

Signed-off-by: Chen Cui <chcui@nvidia.com>

* try to fix ci

Signed-off-by: Chen Cui <chcui@nvidia.com>

* try to fix ci

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add cfg default

Signed-off-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add Neva Template for NV-DPO Models  (#8358)

* add/rename from nvgpt to nv_steerlm, add nv_dpo template

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add nv_dpo conversation to accomendate empty system message

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* handle nv_dpo template text generation

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add prompt string to nvgpt

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* bugfix for inference prompt template

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* bug fix for grabbing clean text

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

* fix code format

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

---------

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

---------

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Michal Futrega <mfutrega@nvidia.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Pablo Garay <pagaray@nvidia.com>
pablo-garay added a commit that referenced this pull request Mar 19, 2024
* MoE parameter passing (#8255)

* MoE parameter passing

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Pass EP/MoE params in consumer scripts.

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* PR fixes

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Use latest commit of mcore-0.5

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* CI fix

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: Alexandros Koumparoulis <akoumparouli@dgx1v-loki-21.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Jiaqiz/option to disable adapters & merge all lora layers (#8029)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixed bug with ddp training.

* use adapter only when it is enabled

Signed-off-by: jiaqi zeng <jiaqiz@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* fix lora merge script (#8113)

Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>

* add peft ckpt to nemo

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* merge lora weights for all layers, mcore only

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* support/fix cpu initialization

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add example usage

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix TP due to distributed checkpoint

Signed-off-by: Chen Cui <chcui@nvidia.com>

* updating the logic of merging lora weights for all layers, mcore only

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* MCoreMixin chages.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* merge in fp32 then cast back

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* remove ckpt to nemo

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* fix import

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

---------

Signed-off-by: jiaqi zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Update k2 version (#8478)

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Add mcore full TE transformer layer spec (#8328)

* Add spec and implement autocast layer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* remove try-catchs, these dependecies are mandatory for this file

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Check out this cool try/except clause

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Remove unused import

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add import tests to Jenkinsfile

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Move import tests to Jenkins and remove code that is developed only for passing tests

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Make test robust to faulty base configs

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Use proper GPT implementation in the test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add dummy parameter to accomodated for the changes in mcore

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update mcore to 0.5.0 in Jenkins pipeline

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump mcore commit. This is commit from tot, not any release.

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Remove from the test config option that is incompatible with bias_activation_fusion

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump TE version in CI to 1.4

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Change precision for the test - current runnens don't support bf16

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

---------

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Add mcore full TE transformer layer spec (#8328)

* Add spec and implement autocast layer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* remove try-catchs, these dependecies are mandatory for this file

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Check out this cool try/except clause

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Remove unused import

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add import tests to Jenkinsfile

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Move import tests to Jenkins and remove code that is developed only for passing tests

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Make test robust to faulty base configs

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Use proper GPT implementation in the test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add dummy parameter to accomodated for the changes in mcore

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update mcore to 0.5.0 in Jenkins pipeline

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump mcore commit. This is commit from tot, not any release.

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Remove from the test config option that is incompatible with bias_activation_fusion

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump TE version in CI to 1.4

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Change precision for the test - current runnens don't support bf16

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

---------

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>

* Handle float limit_val_batches (#8426)

* Handle float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Rectify reconfiguration of float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Remove unused imports

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Scale len(val_dataloader) with float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Return len(dataloader) in microbatches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Add back resetting of num val samples

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Fix to ensure float limit_val_batches is multiple of num_micro_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Remove forcing eval samples to 1 for float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Fix bug wrt 0 limiot_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Add missing mock_dataset line

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Avoid ensuring limit_val_batches is a mutliple of microbatches for 1.0

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Restore the hack forcing number of validation and test epochs to 1

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Change limit_val_batches to 1.0 for GPT pretraining test. The integer value is covered in other tests

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

---------

Signed-off-by: Abhishree <abhishreetm@gmail.com>
Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Fix tutorial links in user guide (#8497)

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Sequence Parallel for LoRA (#8369)

* support lora + sequence parallel

Signed-off-by: Chen Cui <chcui@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add more comments

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add lora SP CI test

Signed-off-by: Chen Cui <chcui@nvidia.com>

* support lora for all linear modules as in #7988

Signed-off-by: Chen Cui <chcui@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Call proper method to replace (#8498)

Signed-off-by: Naga Venkatesh Gavini <nagavenkat9948@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Added memory logger (#8395)

* Added memory logger

Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Canary refactor for Riva (#8363)

* initial commit of bleu score tracking

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* initial commit, refactoring aed models for riva

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Updating Canary to support torch metrics

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style fixes

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* missed an empty batch conditional

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Fixing dataloader issues

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Finishing merge conflict with transcribe update

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style fix

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* copyright header fix

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* yet another merge conflict

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* making paired data management safer

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* sentencepiece needs bigger tokenizer...

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* sentencepiece tokenizer vocab needs to be +2 from vocab for canary

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Update canary tokenizer to be more generic, updated metrics to manage special tokens removal themselves.

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* merge conflit

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Simplified tokenizer and corrected bug in dataloader

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Cleaning up docstrings and fixing inference bug.

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* adding example scripts

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* cleaning up useless imports

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* adding unit tests

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* fixing unit tests

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* cfg name change

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* adding custom check to pass pytests

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* removing print script

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* catching bugs regarding tokens.

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* added docstrings and made examples scripts more generic

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* docstring deleted by accident

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* plurals in namespace

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* changing example script

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

---------

Signed-off-by: Travis Bartley <tbartley@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* add alpha scaling to lora (#8248)

* removed pdeprecated eft model

Signed-off-by: arendu <adithya.r@gmail.com>

* add alpha

Signed-off-by: arendu <adithya.r@gmail.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add alpha scaling to lora (#8483)

* coldfix (#8412)

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixed errors in the CTM gen functions (#8416) (#8420)

Signed-off-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add change_vocabulary and save_tokenizers() support to Multitask ASR models (#8357) (#8367)

* Add change_vocabulary and save_tokenizers() support

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update nemo/collections/asr/models/aed_multitask_models.py

---------

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* fix path location and branch (#8314)

* fix path location and branch (#8304)

* fix path location and branch

Signed-off-by: Nithin Rao Koluguri <nithinraok>

* change to a floating point number

Signed-off-by: Nithin Rao Koluguri <nithinraok>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>

* updat ebranch in tutorial

Signed-off-by: Nithin Rao Koluguri <nithinraok>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add TP comm overlap knobs to AutocastTransformerLayer (#8290)

Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add deallocate pipeline output optimization (#8279) (#8318)

* add deallocate pipeline output optimization

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* remove assertion (#8302) (#8321)

Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Keep max_seqlen and cu_seqlens_argmin for later micro-batches when PP>1 (#8334) (#8346)

Signed-off-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Enable megatron core loggers for GPT pretraining (#8354) (#8384)

* Logging changes tested for gpt_pretraining

* Additional args

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fix dreambooth data sampler issue (#8400) (#8413)

* Turn on drop last

* Some neva fixes

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add ensemble decoding fix (#8427) (#8433)

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeVA Tutorial Notebook (#8217)

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add inference via script

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add codeblocks to run torchrun in notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

---------

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore customization doc minor fix (#8421) (#8437)

Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add `loop_labels` algorithm for TDT greedy decoding (#8215)

* Add `loop_labels` algorithm for TDT greedy decoding

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Use `loop_labels` by default

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Loop labels greedy decoding v2

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments. Clean up

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add tests for batched hypotheses

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add tests for batched alignments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix comment

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix test

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add computer for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix TDT decoding algorithm

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Use loop frames by default for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Remove "loop frames" implementation for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Clean up

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix confidence. Use tensor for durations.

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

---------

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add dist ckpt support for regular optimizers (#7749) (#8293)

* Add dist ckpt support for regular optimizers

* [tutorial] fixed missing RIR scripts file. (#8257)

* fix imports

* imports fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* ci imports fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* revert asr notebook

* revert asr notebook

---------

Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Multimodal r1.23.0 bug fix  (#8315) (#8339)

* Rename quick-gelu

* ddpm config guard

* Fix ddpm edit api

* Fix insert_image_token cfg issue

* neva updates

* reformat

* Add back jenkins

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix jenkins

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix bugs

* Update default neva template

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore ds fix (#8283) (#8385)

* [tutorial] fixed missing RIR scripts file. (#8257)

* add values to en tts dict (#7879)

* mcore ds fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update mcore

* revert asr files

* add comments

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add support for mcore mock dataset

* update mcore version

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update gpt cfg

* update mcore commit

* fix Bert unit tests

* update bert tests

* fix bert mcore test

* fix gpt jenkins tests

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update apex & TE commits

* revert apex installation

* turn off the fusion for jenkins

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* MCore dataset compatibility for tokenizers (#8390) (#8397)

* Add unique_identifiers for all tokenizers and eod for SentencePieceTokenizer

* Add generalized token aliases to TokenizerSpec to conform with MegatronTokenizer's interface. Remove now-redundant individual fixes from AutoTokenizer and SentencePieceTokenizer.

---------

Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Canary: inference tokenization improvements; preserving custom keys when creating tarred manifests (#8432)

* Improvements for Canary:

- carry over custom keys when creatin tarred manifests
- selectable text field in ASR eval
- get rid of prompt slicing, create proper inference prompts

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

* set ensure_ascii=False in tarred conversion to avoid breaking tokenizers trained on UTF-8 encoding

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

---------

Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add  sbert to IR (#8445)

* add  sbert to IR

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* add doc

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* fix the  auto_tokenizer property method reset bug

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* addressed bot comments

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Update readme (#8440)

* update

Signed-off-by: eharper <eharper@nvidia.com>

* udpate

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* landing pages added

* landing page added for vision

* landing pages updated

* some minor changes to the main readme

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* typo fixed

* update

Signed-off-by: eharper <eharper@nvidia.com>

---------

Signed-off-by: eharper <eharper@nvidia.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeMo-Mistral to HF converter bugfix. (#8353) (#8442)

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixing mcore bert for TP, PP and SP (#8336) (#8443)

* Fixing mcore bert for TP, PP and SP

* Fixing mcore bert for TP, PP and SP

* Fixing mcore version

* Fixing mcore version

* Update Jenkinsfile

* Update Jenkinsfile

* Update Jenkinsfile

---------

Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add LoRA support to all linear layers (#7988)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixed bug with ddp training.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* MCoreMixin chages.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* using new commit of meg-LM

Signed-off-by: arendu <adithya.r@gmail.com>

* add cpu_offloading_num_layers to conversion script until bug in megatron is fixed

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix peft mixin arguments to follow mcore 0.5

Signed-off-by: Chen Cui <chcui@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update megatron commit to fix ci error

Signed-off-by: Chen Cui <chcui@nvidia.com>

* try to fix ci

Signed-off-by: Chen Cui <chcui@nvidia.com>

* try to fix ci

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add cfg default

Signed-off-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add Neva Template for NV-DPO Models  (#8358)

* add/rename from nvgpt to nv_steerlm, add nv_dpo template

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add nv_dpo conversation to accomendate empty system message

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* handle nv_dpo template text generation

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add prompt string to nvgpt

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* bugfix for inference prompt template

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* bug fix for grabbing clean text

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

* fix code format

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

---------

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

---------

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Michal Futrega <mfutrega@nvidia.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Update PEFT Doc (#8501)

* update peft doc

Signed-off-by: Chen Cui <chcui@nvidia.com>

* remove old prompt learning doc and notebook

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix table

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix table

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix table

Signed-off-by: Chen Cui <chcui@nvidia.com>

* revert accidental commit

Signed-off-by: Chen Cui <chcui@nvidia.com>

* revert accidental commit

Signed-off-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* release updates (#8394)

* release updates (#8378)

* [tutorial] fixed missing RIR scripts file. (#8257)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* add values to en tts dict (#7879)

Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>

* mcore ds fix

Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update mcore

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* revert asr files

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* add comments

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add support for mcore mock dataset

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* update mcore version

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update gpt cfg

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* update mcore commit

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* fix Bert unit tests

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* update bert tests

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* fix bert mcore test

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* fix gpt jenkins tests

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add support for dict data input type

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* add mock ds test

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* add test for dict data input type

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* mcore ds fix

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* data input fix

Signed-off-by: dimapihtar <dpihtar@gmail.com>

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>

* Update megatron_gpt_model.py

Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

---------

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: jiaqi zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Signed-off-by: Abhishree <abhishreetm@gmail.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Naga Venkatesh Gavini <nagavenkat9948@gmail.com>
Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Travis Bartley <tbartley@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Alexandros Koumparoulis <akoumparouli@dgx1v-loki-21.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Co-authored-by: Abhishree Thittenamane <47577437+athitten@users.noreply.github.com>
Co-authored-by: Jan Baczek <jbaczek@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Naga Venkatesh Gavini <nagavenkat9948@gmail.com>
Co-authored-by: Selvaraj Anandaraj <anandaraj@wisc.edu>
Co-authored-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: tbartley94 <90423858+tbartley94@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Michal Futrega <mfutrega@nvidia.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: Pablo Garay <pagaray@nvidia.com>
ericharper added a commit that referenced this pull request Mar 19, 2024
* Refactor conversion scripts one in all

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>

* Move bert converter

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>

* [TTS] Add modules for mel spectrogram codec (#8238)

* [TTS] Add modules for mel spectrogram codec

Signed-off-by: Ryan <rlangman@nvidia.com>

* [TTS] Add mel band validation

Signed-off-by: Ryan <rlangman@nvidia.com>

* [TTS] Add fullband mel encoder and more documentation

Signed-off-by: Ryan <rlangman@nvidia.com>

---------

Signed-off-by: Ryan <rlangman@nvidia.com>

* coldfix (#8412)

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>

* Fixed errors in the CTM gen functions (#8416) (#8420)

Signed-off-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>

* Add change_vocabulary and save_tokenizers() support to Multitask ASR models (#8357) (#8367)

* Add change_vocabulary and save_tokenizers() support



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update nemo/collections/asr/models/aed_multitask_models.py




---------

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>

* fix path location and branch (#8314)

* fix path location and branch (#8304)

* fix path location and branch

Signed-off-by: Nithin Rao Koluguri <nithinraok>

* change to a floating point number

Signed-off-by: Nithin Rao Koluguri <nithinraok>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>

* updat ebranch in tutorial

Signed-off-by: Nithin Rao Koluguri <nithinraok>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao Koluguri <nithinraok>

* Add TP comm overlap knobs to AutocastTransformerLayer (#8290)

Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>

* add deallocate pipeline output optimization (#8279) (#8318)

* add deallocate pipeline output optimization



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* remove assertion (#8302) (#8321)

Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>

* Keep max_seqlen and cu_seqlens_argmin for later micro-batches when PP>1 (#8334) (#8346)

Signed-off-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

* Enable megatron core loggers for GPT pretraining (#8354) (#8384)

* Logging changes tested for gpt_pretraining



* Additional args



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

* Fix dreambooth data sampler issue (#8400) (#8413)

* Turn on drop last



* Some neva fixes



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* add ensemble decoding fix (#8427) (#8433)

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>

* NeVA Tutorial Notebook (#8217)

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add inference via script

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add codeblocks to run torchrun in notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

---------

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* mcore customization doc minor fix (#8421) (#8437)

Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>

* Add `loop_labels` algorithm for TDT greedy decoding (#8215)

* Add `loop_labels` algorithm for TDT greedy decoding

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Use `loop_labels` by default

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Loop labels greedy decoding v2

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments. Clean up

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add tests for batched hypotheses

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add tests for batched alignments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix comment

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix test

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add computer for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix TDT decoding algorithm

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Use loop frames by default for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Remove "loop frames" implementation for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Clean up

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix confidence. Use tensor for durations.

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

---------

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add dist ckpt support for regular optimizers (#7749) (#8293)

* Add dist ckpt support for regular optimizers



* [tutorial] fixed missing RIR scripts file. (#8257)



* fix imports



* imports fix



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* ci imports fix



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* revert asr notebook



* revert asr notebook



---------

Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Multimodal r1.23.0 bug fix  (#8315) (#8339)

* Rename quick-gelu



* ddpm config guard



* Fix ddpm edit api



* Fix insert_image_token cfg issue



* neva updates



* reformat



* Add back jenkins



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix jenkins



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix bugs



* Update default neva template



---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* mcore ds fix (#8283) (#8385)

* [tutorial] fixed missing RIR scripts file. (#8257)



* add values to en tts dict (#7879)



* mcore ds fix



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update mcore



* revert asr files



* add comments



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add support for mcore mock dataset



* update mcore version



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update gpt cfg



* update mcore commit



* fix Bert unit tests



* update bert tests



* fix bert mcore test



* fix gpt jenkins tests



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update apex & TE commits



* revert apex installation



* turn off the fusion for jenkins



---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

* MCore dataset compatibility for tokenizers (#8390) (#8397)

* Add unique_identifiers for all tokenizers and eod for SentencePieceTokenizer



* Add generalized token aliases to TokenizerSpec to conform with MegatronTokenizer's interface. Remove now-redundant individual fixes from AutoTokenizer and SentencePieceTokenizer.



---------

Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

* Canary: inference tokenization improvements; preserving custom keys when creating tarred manifests (#8432)

* Improvements for Canary:

- carry over custom keys when creatin tarred manifests
- selectable text field in ASR eval
- get rid of prompt slicing, create proper inference prompts

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

* set ensure_ascii=False in tarred conversion to avoid breaking tokenizers trained on UTF-8 encoding

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

---------

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

* add  sbert to IR (#8445)

* add  sbert to IR

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* add doc

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* fix the  auto_tokenizer property method reset bug

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* addressed bot comments

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Update readme (#8440)

* update

Signed-off-by: eharper <eharper@nvidia.com>

* udpate

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* landing pages added

* landing page added for vision

* landing pages updated

* some minor changes to the main readme

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* typo fixed

* update

Signed-off-by: eharper <eharper@nvidia.com>

---------

Signed-off-by: eharper <eharper@nvidia.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>

* NeMo-Mistral to HF converter bugfix. (#8353) (#8442)

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>

* Fixing mcore bert for TP, PP and SP (#8336) (#8443)

* Fixing mcore bert for TP, PP and SP

* Fixing mcore bert for TP, PP and SP

* Fixing mcore version

* Fixing mcore version

* Update Jenkinsfile



* Update Jenkinsfile



* Update Jenkinsfile



---------

Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

* Add LoRA support to all linear layers (#7988)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixed bug with ddp training.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* MCoreMixin chages.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* using new commit of meg-LM

Signed-off-by: arendu <adithya.r@gmail.com>

* add cpu_offloading_num_layers to conversion script until bug in megatron is fixed

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix peft mixin arguments to follow mcore 0.5

Signed-off-by: Chen Cui <chcui@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update megatron commit to fix ci error

Signed-off-by: Chen Cui <chcui@nvidia.com>

* try to fix ci

Signed-off-by: Chen Cui <chcui@nvidia.com>

* try to fix ci

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add cfg default

Signed-off-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

* Add Neva Template for NV-DPO Models  (#8358)

* add/rename from nvgpt to nv_steerlm, add nv_dpo template

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add nv_dpo conversation to accomendate empty system message

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* handle nv_dpo template text generation

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add prompt string to nvgpt

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* bugfix for inference prompt template

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* bug fix for grabbing clean text

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

* fix code format

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

---------

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>

* Account for mpirun use case in get_rank (#8429)

Signed-off-by: Jan Lasek <janek.lasek@gmail.com>

* Add settings to suppress bf16 compile errors in CI on V100 (#8481) (#8482)

* Add settings to suppress bf16 compile errors in CI on V100



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Abhishree <abhishreetm@gmail.com>
Co-authored-by: Abhishree Thittenamane <47577437+athitten@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* fix canary chunk infer bug (#8449)

* fix chunk infer bug

Signed-off-by: stevehuang52 <heh@nvidia.com>

* add support for duration=None, add lhotse support for relative audio path

Signed-off-by: stevehuang52 <heh@nvidia.com>

* add tests

Signed-off-by: stevehuang52 <heh@nvidia.com>

---------

Signed-off-by: stevehuang52 <heh@nvidia.com>

* Add Baichuan2 support (#8282)

* Add Baichuan2 support

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Reworked MegatronPretrainingRandomBatchSampler to correctly handle epochs > 1 (#7920)

* Initital commit of reworked MegatronPretrainingRandomBatchSampler

Signed-off-by: Daniel Egert <degert@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixed small length based bug

Signed-off-by: Daniel Egert <degert@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Daniel Egert <degert@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Euynaheh <hehanyue99@outlook.com>

* Add Baichuan2 support

Signed-off-by: Euynaheh <hehanyue99@outlook.com>

* Add NeMo to HF conversion

* fix code format

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* fix code format

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Add Baichuan jenkins test

* add_BOS bug fix

* Update Jenkinsfile

Signed-off-by: Euynaheh <93857693+Euynaheh@users.noreply.github.com>

---------

Signed-off-by: Daniel Egert <degert@nvidia.com>
Signed-off-by: Euynaheh <hehanyue99@outlook.com>
Signed-off-by: Euynaheh <93857693+Euynaheh@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: trias702 <25867060+trias702@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>

* Jiaqiz/option to disable adapters & merge all lora layers (#8029)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixed bug with ddp training.

* use adapter only when it is enabled

Signed-off-by: jiaqi zeng <jiaqiz@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* fix lora merge script (#8113)

Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>

* add peft ckpt to nemo

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* merge lora weights for all layers, mcore only

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* support/fix cpu initialization

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add example usage

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix TP due to distributed checkpoint

Signed-off-by: Chen Cui <chcui@nvidia.com>

* updating the logic of merging lora weights for all layers, mcore only

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* MCoreMixin chages.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* merge in fp32 then cast back

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* remove ckpt to nemo

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* fix import

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

---------

Signed-off-by: jiaqi zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>

* Update k2 version (#8478)

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add mcore full TE transformer layer spec (#8328)

* Add spec and implement autocast layer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* remove try-catchs, these dependecies are mandatory for this file

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Check out this cool try/except clause

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Remove unused import

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add import tests to Jenkinsfile

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Move import tests to Jenkins and remove code that is developed only for passing tests

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Make test robust to faulty base configs

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Use proper GPT implementation in the test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add dummy parameter to accomodated for the changes in mcore

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update mcore to 0.5.0 in Jenkins pipeline

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump mcore commit. This is commit from tot, not any release.

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Remove from the test config option that is incompatible with bias_activation_fusion

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump TE version in CI to 1.4

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Change precision for the test - current runnens don't support bf16

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

---------

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>

* Handle float limit_val_batches (#8426)

* Handle float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Rectify reconfiguration of float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Remove unused imports

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Scale len(val_dataloader) with float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Return len(dataloader) in microbatches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Add back resetting of num val samples

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Fix to ensure float limit_val_batches is multiple of num_micro_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Remove forcing eval samples to 1 for float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Fix bug wrt 0 limiot_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Add missing mock_dataset line

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Avoid ensuring limit_val_batches is a mutliple of microbatches for 1.0

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Restore the hack forcing number of validation and test epochs to 1

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Change limit_val_batches to 1.0 for GPT pretraining test. The integer value is covered in other tests

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

---------

Signed-off-by: Abhishree <abhishreetm@gmail.com>
Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Jan Baczek <jbaczek@nvidia.com>

* Fix tutorial links in user guide (#8497)

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>

* Sequence Parallel for LoRA (#8369)

* support lora + sequence parallel

Signed-off-by: Chen Cui <chcui@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add more comments

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add lora SP CI test

Signed-off-by: Chen Cui <chcui@nvidia.com>

* support lora for all linear modules as in #7988

Signed-off-by: Chen Cui <chcui@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Call proper method to replace (#8498)

Signed-off-by: Naga Venkatesh Gavini <nagavenkat9948@gmail.com>

* Added memory logger (#8395)

* Added memory logger

Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

* Canary refactor for Riva (#8363)

* initial commit of bleu score tracking

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* initial commit, refactoring aed models for riva

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Updating Canary to support torch metrics

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style fixes

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* missed an empty batch conditional

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Fixing dataloader issues

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Finishing merge conflict with transcribe update

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style fix

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* copyright header fix

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* yet another merge conflict

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* making paired data management safer

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* sentencepiece needs bigger tokenizer...

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* sentencepiece tokenizer vocab needs to be +2 from vocab for canary

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Update canary tokenizer to be more generic, updated metrics to manage special tokens removal themselves.

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* merge conflit

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Simplified tokenizer and corrected bug in dataloader

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Cleaning up docstrings and fixing inference bug.

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* adding example scripts

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* cleaning up useless imports

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* adding unit tests

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* fixing unit tests

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* cfg name change

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* adding custom check to pass pytests

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* removing print script

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* catching bugs regarding tokens.

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* added docstrings and made examples scripts more generic

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* docstring deleted by accident

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* plurals in namespace

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* changing example script

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

---------

Signed-off-by: Travis Bartley <tbartley@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>

* add alpha scaling to lora (#8248)

* removed pdeprecated eft model

Signed-off-by: arendu <adithya.r@gmail.com>

* add alpha

Signed-off-by: arendu <adithya.r@gmail.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add alpha scaling to lora (#8483)

* coldfix (#8412)

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixed errors in the CTM gen functions (#8416) (#8420)

Signed-off-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add change_vocabulary and save_tokenizers() support to Multitask ASR models (#8357) (#8367)

* Add change_vocabulary and save_tokenizers() support

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update nemo/collections/asr/models/aed_multitask_models.py

---------

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* fix path location and branch (#8314)

* fix path location and branch (#8304)

* fix path location and branch

Signed-off-by: Nithin Rao Koluguri <nithinraok>

* change to a floating point number

Signed-off-by: Nithin Rao Koluguri <nithinraok>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>

* updat ebranch in tutorial

Signed-off-by: Nithin Rao Koluguri <nithinraok>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add TP comm overlap knobs to AutocastTransformerLayer (#8290)

Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add deallocate pipeline output optimization (#8279) (#8318)

* add deallocate pipeline output optimization

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* remove assertion (#8302) (#8321)

Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Keep max_seqlen and cu_seqlens_argmin for later micro-batches when PP>1 (#8334) (#8346)

Signed-off-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Enable megatron core loggers for GPT pretraining (#8354) (#8384)

* Logging changes tested for gpt_pretraining

* Additional args

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fix dreambooth data sampler issue (#8400) (#8413)

* Turn on drop last

* Some neva fixes

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add ensemble decoding fix (#8427) (#8433)

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeVA Tutorial Notebook (#8217)

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add inference via script

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add codeblocks to run torchrun in notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

---------

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore customization doc minor fix (#8421) (#8437)

Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add `loop_labels` algorithm for TDT greedy decoding (#8215)

* Add `loop_labels` algorithm for TDT greedy decoding

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Use `loop_labels` by default

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Loop labels greedy decoding v2

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments. Clean up

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add tests for batched hypotheses

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add tests for batched alignments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix comment

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix test

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add computer for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix TDT decoding algorithm

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Use loop frames by default for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Remove "loop frames" implementation for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Clean up

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix confidence. Use tensor for durations.

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

---------

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add dist ckpt support for regular optimizers (#7749) (#8293)

* Add dist ckpt support for regular optimizers

* [tutorial] fixed missing RIR scripts file. (#8257)

* fix imports

* imports fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* ci imports fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* revert asr notebook

* revert asr notebook

---------

Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Multimodal r1.23.0 bug fix  (#8315) (#8339)

* Rename quick-gelu

* ddpm config guard

* Fix ddpm edit api

* Fix insert_image_token cfg issue

* neva updates

* reformat

* Add back jenkins

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix jenkins

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix bugs

* Update default neva template

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore ds fix (#8283) (#8385)

* [tutorial] fixed missing RIR scripts file. (#8257)

* add values to en tts dict (#7879)

* mcore ds fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update mcore

* revert asr files

* add comments

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add support for mcore mock dataset

* update mcore version

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update gpt cfg

* update mcore commit

* fix Bert unit tests

* update bert tests

* fix bert mcore test

* fix gpt jenkins tests

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update apex & TE commits

* revert apex installation

* turn off the fusion for jenkins

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* MCore dataset compatibility for tokenizers (#8390) (#8397)

* Add unique_identifiers for all tokenizers and eod for SentencePieceTokenizer

* Add generalized token aliases to TokenizerSpec to conform with MegatronTokenizer's interface. Remove now-redundant individual fixes from AutoTokenizer and SentencePieceTokenizer.

---------

Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Canary: inference tokenization improvements; preserving custom keys when creating tarred manifests (#8432)

* Improvements for Canary:

- carry over custom keys when creatin tarred manifests
- selectable text field in ASR eval
- get rid of prompt slicing, create proper inference prompts

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

* set ensure_ascii=False in tarred conversion to avoid breaking tokenizers trained on UTF-8 encoding

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

---------

Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add  sbert to IR (#8445)

* add  sbert to IR

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* add doc

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* fix the  auto_tokenizer property method reset bug

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* addressed bot comments

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Update readme (#8440)

* update

Signed-off-by: eharper <eharper@nvidia.com>

* udpate

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* landing pages added

* landing page added for vision

* landing pages updated

* some minor changes to the main readme

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* typo fixed

* update

Signed-off-by: eharper <eharper@nvidia.com>

---------

Signed-off-by: eharper <eharper@nvidia.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeMo-Mistral to HF converter bugfix. (#8353) (#8442)

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixing mcore bert for TP, PP and SP (#8336) (#8443)

* Fixing mcore bert for TP, PP and SP

* Fixing mcore bert for TP, PP and SP

* Fixing mcore version

* Fixing mcore version

* Update Jenkinsfile

* Update Jenkinsfile

* Update Jenkinsfile

---------

Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add LoRA support to all linear layers (#7988)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixed bug with ddp training.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* MCoreMixin chages.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* using new commit of meg-LM

Signed-off-by: arendu <adithya.r@gmail.com>

* add cpu_offloading_num_layers to conversion script until bug in megatron is fixed

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix peft mixin arguments to follow mcore 0.5

Signed-off-by: Chen Cui <chcui@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update megatron commit to fix ci error

Signed-off-by: Chen Cui <chcui@nvidia.com>

* try to fix ci

Signed-off-by: Chen Cui <chcui@nvidia.com>

* try to fix ci

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add cfg default

Signed-off-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add Neva Template for NV-DPO Models  (#8358)

* add/rename from nvgpt to nv_steerlm, add nv_dpo template

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add nv_dpo conversation to accomendate empty system message

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* handle nv_dpo template text generation

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add prompt string to nvgpt

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* bugfix for inference prompt template

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* bug fix for grabbing clean text

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

* fix code format

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

---------

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

---------

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Michal Futrega <mfutrega@nvidia.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>

* Update PEFT Doc (#8501)

* update peft doc

Signed-off-by: Chen Cui <chcui@nvidia.com>

* remove old prompt learning doc and notebook

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix table

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix table

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix table

Signed-off-by: Chen Cui <chcui@nvidia.com>

* revert accidental commit

Signed-off-by: Chen Cui <chcui@nvidia.com>

* revert accidental commit

Signed-off-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: Chen Cui <chcui@nvidia.com>

* release updates (#8394)

* release updates (#8378)

* [tutorial] fixed missing RIR scripts file. (#8257)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* add values to en tts dict (#7879)

Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>

* mcore ds fix

Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update mcore

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* revert asr files

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* add comments

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add support for mcore mock dataset

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* update mcore version

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update gpt cfg

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* update mcore commit

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* fix Bert unit tests

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* update bert tests

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* fix bert mcore test

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* fix gpt jenkins tests

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add support for dict data input type

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* add mock ds test

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* add test for dict data input type

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* mcore ds fix

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* data input fix

Signed-off-by: dimapihtar <dpihtar@gmail.com>

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>

* Update megatron_gpt_model.py

Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana G…
rohitrango pushed a commit to rohitrango/NeMo that referenced this pull request Jun 25, 2024
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
rohitrango pushed a commit to rohitrango/NeMo that referenced this pull request Jun 25, 2024
* removed pdeprecated eft model

Signed-off-by: arendu <adithya.r@gmail.com>

* add alpha

Signed-off-by: arendu <adithya.r@gmail.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add alpha scaling to lora (NVIDIA#8483)

* coldfix (NVIDIA#8412)

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixed errors in the CTM gen functions (NVIDIA#8416) (NVIDIA#8420)

Signed-off-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add change_vocabulary and save_tokenizers() support to Multitask ASR models (NVIDIA#8357) (NVIDIA#8367)

* Add change_vocabulary and save_tokenizers() support

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update nemo/collections/asr/models/aed_multitask_models.py

---------

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* fix path location and branch (NVIDIA#8314)

* fix path location and branch (NVIDIA#8304)

* fix path location and branch

Signed-off-by: Nithin Rao Koluguri <nithinraok>

* change to a floating point number

Signed-off-by: Nithin Rao Koluguri <nithinraok>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>

* updat ebranch in tutorial

Signed-off-by: Nithin Rao Koluguri <nithinraok>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add TP comm overlap knobs to AutocastTransformerLayer (NVIDIA#8290)

Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add deallocate pipeline output optimization (NVIDIA#8279) (NVIDIA#8318)

* add deallocate pipeline output optimization

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* remove assertion (NVIDIA#8302) (NVIDIA#8321)

Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Keep max_seqlen and cu_seqlens_argmin for later micro-batches when PP>1 (NVIDIA#8334) (NVIDIA#8346)

Signed-off-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Enable megatron core loggers for GPT pretraining (NVIDIA#8354) (NVIDIA#8384)

* Logging changes tested for gpt_pretraining

* Additional args

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fix dreambooth data sampler issue (NVIDIA#8400) (NVIDIA#8413)

* Turn on drop last

* Some neva fixes

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add ensemble decoding fix (NVIDIA#8427) (NVIDIA#8433)

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeVA Tutorial Notebook (NVIDIA#8217)

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add inference via script

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add codeblocks to run torchrun in notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

---------

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore customization doc minor fix (NVIDIA#8421) (NVIDIA#8437)

Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add `loop_labels` algorithm for TDT greedy decoding (NVIDIA#8215)

* Add `loop_labels` algorithm for TDT greedy decoding

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Use `loop_labels` by default

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Loop labels greedy decoding v2

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments. Clean up

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add tests for batched hypotheses

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add tests for batched alignments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix comment

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix test

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add computer for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix TDT decoding algorithm

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Use loop frames by default for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Remove "loop frames" implementation for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Clean up

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix confidence. Use tensor for durations.

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

---------

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add dist ckpt support for regular optimizers (NVIDIA#7749) (NVIDIA#8293)

* Add dist ckpt support for regular optimizers

* [tutorial] fixed missing RIR scripts file. (NVIDIA#8257)

* fix imports

* imports fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* ci imports fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* revert asr notebook

* revert asr notebook

---------

Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Multimodal r1.23.0 bug fix  (NVIDIA#8315) (NVIDIA#8339)

* Rename quick-gelu

* ddpm config guard

* Fix ddpm edit api

* Fix insert_image_token cfg issue

* neva updates

* reformat

* Add back jenkins

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix jenkins

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix bugs

* Update default neva template

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore ds fix (NVIDIA#8283) (NVIDIA#8385)

* [tutorial] fixed missing RIR scripts file. (NVIDIA#8257)

* add values to en tts dict (NVIDIA#7879)

* mcore ds fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update mcore

* revert asr files

* add comments

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add support for mcore mock dataset

* update mcore version

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update gpt cfg

* update mcore commit

* fix Bert unit tests

* update bert tests

* fix bert mcore test

* fix gpt jenkins tests

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update apex & TE commits

* revert apex installation

* turn off the fusion for jenkins

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* MCore dataset compatibility for tokenizers (NVIDIA#8390) (NVIDIA#8397)

* Add unique_identifiers for all tokenizers and eod for SentencePieceTokenizer

* Add generalized token aliases to TokenizerSpec to conform with MegatronTokenizer's interface. Remove now-redundant individual fixes from AutoTokenizer and SentencePieceTokenizer.

---------

Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Canary: inference tokenization improvements; preserving custom keys when creating tarred manifests (NVIDIA#8432)

* Improvements for Canary:

- carry over custom keys when creatin tarred manifests
- selectable text field in ASR eval
- get rid of prompt slicing, create proper inference prompts

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

* set ensure_ascii=False in tarred conversion to avoid breaking tokenizers trained on UTF-8 encoding

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

---------

Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add  sbert to IR (NVIDIA#8445)

* add  sbert to IR

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* add doc

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* fix the  auto_tokenizer property method reset bug

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* addressed bot comments

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Update readme (NVIDIA#8440)

* update

Signed-off-by: eharper <eharper@nvidia.com>

* udpate

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* landing pages added

* landing page added for vision

* landing pages updated

* some minor changes to the main readme

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* typo fixed

* update

Signed-off-by: eharper <eharper@nvidia.com>

---------

Signed-off-by: eharper <eharper@nvidia.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeMo-Mistral to HF converter bugfix. (NVIDIA#8353) (NVIDIA#8442)

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixing mcore bert for TP, PP and SP (NVIDIA#8336) (NVIDIA#8443)

* Fixing mcore bert for TP, PP and SP

* Fixing mcore bert for TP, PP and SP

* Fixing mcore version

* Fixing mcore version

* Update Jenkinsfile

* Update Jenkinsfile

* Update Jenkinsfile

---------

Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add LoRA support to all linear layers (NVIDIA#7988)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixed bug with ddp training.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* MCoreMixin chages.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* using new commit of meg-LM

Signed-off-by: arendu <adithya.r@gmail.com>

* add cpu_offloading_num_layers to conversion script until bug in megatron is fixed

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix peft mixin arguments to follow mcore 0.5

Signed-off-by: Chen Cui <chcui@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update megatron commit to fix ci error

Signed-off-by: Chen Cui <chcui@nvidia.com>

* try to fix ci

Signed-off-by: Chen Cui <chcui@nvidia.com>

* try to fix ci

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add cfg default

Signed-off-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add Neva Template for NV-DPO Models  (NVIDIA#8358)

* add/rename from nvgpt to nv_steerlm, add nv_dpo template

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add nv_dpo conversation to accomendate empty system message

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* handle nv_dpo template text generation

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add prompt string to nvgpt

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* bugfix for inference prompt template

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* bug fix for grabbing clean text

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

* fix code format

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

---------

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

---------

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Michal Futrega <mfutrega@nvidia.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
rohitrango pushed a commit to rohitrango/NeMo that referenced this pull request Jun 25, 2024
* MoE parameter passing (#8255)

* MoE parameter passing

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Pass EP/MoE params in consumer scripts.

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* PR fixes

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Use latest commit of mcore-0.5

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* CI fix

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: Alexandros Koumparoulis <akoumparouli@dgx1v-loki-21.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Jiaqiz/option to disable adapters & merge all lora layers (#8029)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixed bug with ddp training.

* use adapter only when it is enabled

Signed-off-by: jiaqi zeng <jiaqiz@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* fix lora merge script (#8113)

Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>

* add peft ckpt to nemo

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* merge lora weights for all layers, mcore only

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* support/fix cpu initialization

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add example usage

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix TP due to distributed checkpoint

Signed-off-by: Chen Cui <chcui@nvidia.com>

* updating the logic of merging lora weights for all layers, mcore only

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* MCoreMixin chages.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* merge in fp32 then cast back

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* remove ckpt to nemo

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* fix import

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

---------

Signed-off-by: jiaqi zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Update k2 version (#8478)

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Add mcore full TE transformer layer spec (#8328)

* Add spec and implement autocast layer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* remove try-catchs, these dependecies are mandatory for this file

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Check out this cool try/except clause

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Remove unused import

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add import tests to Jenkinsfile

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Move import tests to Jenkins and remove code that is developed only for passing tests

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Make test robust to faulty base configs

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Use proper GPT implementation in the test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add dummy parameter to accomodated for the changes in mcore

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update mcore to 0.5.0 in Jenkins pipeline

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump mcore commit. This is commit from tot, not any release.

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Remove from the test config option that is incompatible with bias_activation_fusion

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump TE version in CI to 1.4

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Change precision for the test - current runnens don't support bf16

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

---------

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Add mcore full TE transformer layer spec (#8328)

* Add spec and implement autocast layer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* remove try-catchs, these dependecies are mandatory for this file

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Check out this cool try/except clause

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Remove unused import

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add import tests to Jenkinsfile

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Move import tests to Jenkins and remove code that is developed only for passing tests

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Make test robust to faulty base configs

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Use proper GPT implementation in the test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add dummy parameter to accomodated for the changes in mcore

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update mcore to 0.5.0 in Jenkins pipeline

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump mcore commit. This is commit from tot, not any release.

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Remove from the test config option that is incompatible with bias_activation_fusion

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump TE version in CI to 1.4

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Change precision for the test - current runnens don't support bf16

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

---------

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>

* Handle float limit_val_batches (#8426)

* Handle float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Rectify reconfiguration of float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Remove unused imports

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Scale len(val_dataloader) with float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Return len(dataloader) in microbatches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Add back resetting of num val samples

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Fix to ensure float limit_val_batches is multiple of num_micro_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Remove forcing eval samples to 1 for float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Fix bug wrt 0 limiot_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Add missing mock_dataset line

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Avoid ensuring limit_val_batches is a mutliple of microbatches for 1.0

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Restore the hack forcing number of validation and test epochs to 1

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Change limit_val_batches to 1.0 for GPT pretraining test. The integer value is covered in other tests

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

---------

Signed-off-by: Abhishree <abhishreetm@gmail.com>
Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Fix tutorial links in user guide (#8497)

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Sequence Parallel for LoRA (#8369)

* support lora + sequence parallel

Signed-off-by: Chen Cui <chcui@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add more comments

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add lora SP CI test

Signed-off-by: Chen Cui <chcui@nvidia.com>

* support lora for all linear modules as in #7988

Signed-off-by: Chen Cui <chcui@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Call proper method to replace (#8498)

Signed-off-by: Naga Venkatesh Gavini <nagavenkat9948@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Added memory logger (#8395)

* Added memory logger

Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Canary refactor for Riva (#8363)

* initial commit of bleu score tracking

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* initial commit, refactoring aed models for riva

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Updating Canary to support torch metrics

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style fixes

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* missed an empty batch conditional

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Fixing dataloader issues

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Finishing merge conflict with transcribe update

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style fix

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* copyright header fix

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* yet another merge conflict

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* making paired data management safer

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* sentencepiece needs bigger tokenizer...

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* sentencepiece tokenizer vocab needs to be +2 from vocab for canary

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Update canary tokenizer to be more generic, updated metrics to manage special tokens removal themselves.

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* merge conflit

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Simplified tokenizer and corrected bug in dataloader

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Cleaning up docstrings and fixing inference bug.

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* adding example scripts

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* cleaning up useless imports

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* adding unit tests

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* fixing unit tests

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* cfg name change

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* adding custom check to pass pytests

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* removing print script

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* catching bugs regarding tokens.

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* added docstrings and made examples scripts more generic

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* docstring deleted by accident

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* plurals in namespace

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* changing example script

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

---------

Signed-off-by: Travis Bartley <tbartley@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* add alpha scaling to lora (#8248)

* removed pdeprecated eft model

Signed-off-by: arendu <adithya.r@gmail.com>

* add alpha

Signed-off-by: arendu <adithya.r@gmail.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add alpha scaling to lora (#8483)

* coldfix (#8412)

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixed errors in the CTM gen functions (#8416) (#8420)

Signed-off-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add change_vocabulary and save_tokenizers() support to Multitask ASR models (#8357) (#8367)

* Add change_vocabulary and save_tokenizers() support

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update nemo/collections/asr/models/aed_multitask_models.py

---------

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* fix path location and branch (#8314)

* fix path location and branch (#8304)

* fix path location and branch

Signed-off-by: Nithin Rao Koluguri <nithinraok>

* change to a floating point number

Signed-off-by: Nithin Rao Koluguri <nithinraok>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>

* updat ebranch in tutorial

Signed-off-by: Nithin Rao Koluguri <nithinraok>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add TP comm overlap knobs to AutocastTransformerLayer (#8290)

Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add deallocate pipeline output optimization (#8279) (#8318)

* add deallocate pipeline output optimization

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* remove assertion (#8302) (#8321)

Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Keep max_seqlen and cu_seqlens_argmin for later micro-batches when PP>1 (#8334) (#8346)

Signed-off-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Enable megatron core loggers for GPT pretraining (#8354) (#8384)

* Logging changes tested for gpt_pretraining

* Additional args

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fix dreambooth data sampler issue (#8400) (#8413)

* Turn on drop last

* Some neva fixes

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add ensemble decoding fix (#8427) (#8433)

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeVA Tutorial Notebook (#8217)

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add inference via script

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add codeblocks to run torchrun in notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

---------

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore customization doc minor fix (#8421) (#8437)

Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add `loop_labels` algorithm for TDT greedy decoding (#8215)

* Add `loop_labels` algorithm for TDT greedy decoding

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Use `loop_labels` by default

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Loop labels greedy decoding v2

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments. Clean up

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add tests for batched hypotheses

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add tests for batched alignments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix comment

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix test

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add computer for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix TDT decoding algorithm

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Use loop frames by default for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Remove "loop frames" implementation for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Clean up

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix confidence. Use tensor for durations.

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

---------

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add dist ckpt support for regular optimizers (#7749) (#8293)

* Add dist ckpt support for regular optimizers

* [tutorial] fixed missing RIR scripts file. (#8257)

* fix imports

* imports fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* ci imports fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* revert asr notebook

* revert asr notebook

---------

Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Multimodal r1.23.0 bug fix  (#8315) (#8339)

* Rename quick-gelu

* ddpm config guard

* Fix ddpm edit api

* Fix insert_image_token cfg issue

* neva updates

* reformat

* Add back jenkins

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix jenkins

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix bugs

* Update default neva template

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore ds fix (#8283) (#8385)

* [tutorial] fixed missing RIR scripts file. (#8257)

* add values to en tts dict (#7879)

* mcore ds fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update mcore

* revert asr files

* add comments

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add support for mcore mock dataset

* update mcore version

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update gpt cfg

* update mcore commit

* fix Bert unit tests

* update bert tests

* fix bert mcore test

* fix gpt jenkins tests

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update apex & TE commits

* revert apex installation

* turn off the fusion for jenkins

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* MCore dataset compatibility for tokenizers (#8390) (#8397)

* Add unique_identifiers for all tokenizers and eod for SentencePieceTokenizer

* Add generalized token aliases to TokenizerSpec to conform with MegatronTokenizer's interface. Remove now-redundant individual fixes from AutoTokenizer and SentencePieceTokenizer.

---------

Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Canary: inference tokenization improvements; preserving custom keys when creating tarred manifests (#8432)

* Improvements for Canary:

- carry over custom keys when creatin tarred manifests
- selectable text field in ASR eval
- get rid of prompt slicing, create proper inference prompts

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

* set ensure_ascii=False in tarred conversion to avoid breaking tokenizers trained on UTF-8 encoding

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

---------

Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add  sbert to IR (#8445)

* add  sbert to IR

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* add doc

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* fix the  auto_tokenizer property method reset bug

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* addressed bot comments

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Update readme (#8440)

* update

Signed-off-by: eharper <eharper@nvidia.com>

* udpate

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* landing pages added

* landing page added for vision

* landing pages updated

* some minor changes to the main readme

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* typo fixed

* update

Signed-off-by: eharper <eharper@nvidia.com>

---------

Signed-off-by: eharper <eharper@nvidia.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeMo-Mistral to HF converter bugfix. (#8353) (#8442)

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixing mcore bert for TP, PP and SP (#8336) (#8443)

* Fixing mcore bert for TP, PP and SP

* Fixing mcore bert for TP, PP and SP

* Fixing mcore version

* Fixing mcore version

* Update Jenkinsfile

* Update Jenkinsfile

* Update Jenkinsfile

---------

Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add LoRA support to all linear layers (#7988)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixed bug with ddp training.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* MCoreMixin chages.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* using new commit of meg-LM

Signed-off-by: arendu <adithya.r@gmail.com>

* add cpu_offloading_num_layers to conversion script until bug in megatron is fixed

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix peft mixin arguments to follow mcore 0.5

Signed-off-by: Chen Cui <chcui@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update megatron commit to fix ci error

Signed-off-by: Chen Cui <chcui@nvidia.com>

* try to fix ci

Signed-off-by: Chen Cui <chcui@nvidia.com>

* try to fix ci

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add cfg default

Signed-off-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add Neva Template for NV-DPO Models  (#8358)

* add/rename from nvgpt to nv_steerlm, add nv_dpo template

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add nv_dpo conversation to accomendate empty system message

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* handle nv_dpo template text generation

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add prompt string to nvgpt

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* bugfix for inference prompt template

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* bug fix for grabbing clean text

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

* fix code format

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

---------

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

---------

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Michal Futrega <mfutrega@nvidia.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* Update PEFT Doc (#8501)

* update peft doc

Signed-off-by: Chen Cui <chcui@nvidia.com>

* remove old prompt learning doc and notebook

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix table

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix table

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix table

Signed-off-by: Chen Cui <chcui@nvidia.com>

* revert accidental commit

Signed-off-by: Chen Cui <chcui@nvidia.com>

* revert accidental commit

Signed-off-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* release updates (#8394)

* release updates (#8378)

* [tutorial] fixed missing RIR scripts file. (#8257)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* add values to en tts dict (#7879)

Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>

* mcore ds fix

Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update mcore

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* revert asr files

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* add comments

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add support for mcore mock dataset

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* update mcore version

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update gpt cfg

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* update mcore commit

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* fix Bert unit tests

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* update bert tests

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* fix bert mcore test

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* fix gpt jenkins tests

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add support for dict data input type

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* add mock ds test

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* add test for dict data input type

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* mcore ds fix

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* data input fix

Signed-off-by: dimapihtar <dpihtar@gmail.com>

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>

* Update megatron_gpt_model.py

Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

---------

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: jiaqi zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Signed-off-by: Abhishree <abhishreetm@gmail.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Naga Venkatesh Gavini <nagavenkat9948@gmail.com>
Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Travis Bartley <tbartley@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Alexandros Koumparoulis <akoumparouli@dgx1v-loki-21.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Co-authored-by: Abhishree Thittenamane <47577437+athitten@users.noreply.github.com>
Co-authored-by: Jan Baczek <jbaczek@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Naga Venkatesh Gavini <nagavenkat9948@gmail.com>
Co-authored-by: Selvaraj Anandaraj <anandaraj@wisc.edu>
Co-authored-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: tbartley94 <90423858+tbartley94@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Michal Futrega <mfutrega@nvidia.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
rohitrango pushed a commit to rohitrango/NeMo that referenced this pull request Jun 25, 2024
* Refactor conversion scripts one in all

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>

* Move bert converter

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>

* [TTS] Add modules for mel spectrogram codec (#8238)

* [TTS] Add modules for mel spectrogram codec

Signed-off-by: Ryan <rlangman@nvidia.com>

* [TTS] Add mel band validation

Signed-off-by: Ryan <rlangman@nvidia.com>

* [TTS] Add fullband mel encoder and more documentation

Signed-off-by: Ryan <rlangman@nvidia.com>

---------

Signed-off-by: Ryan <rlangman@nvidia.com>

* coldfix (#8412)

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>

* Fixed errors in the CTM gen functions (#8416) (#8420)

Signed-off-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>

* Add change_vocabulary and save_tokenizers() support to Multitask ASR models (#8357) (#8367)

* Add change_vocabulary and save_tokenizers() support



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update nemo/collections/asr/models/aed_multitask_models.py




---------

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>

* fix path location and branch (#8314)

* fix path location and branch (#8304)

* fix path location and branch

Signed-off-by: Nithin Rao Koluguri <nithinraok>

* change to a floating point number

Signed-off-by: Nithin Rao Koluguri <nithinraok>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>

* updat ebranch in tutorial

Signed-off-by: Nithin Rao Koluguri <nithinraok>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao Koluguri <nithinraok>

* Add TP comm overlap knobs to AutocastTransformerLayer (#8290)

Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>

* add deallocate pipeline output optimization (#8279) (#8318)

* add deallocate pipeline output optimization



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* remove assertion (#8302) (#8321)

Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>

* Keep max_seqlen and cu_seqlens_argmin for later micro-batches when PP>1 (#8334) (#8346)

Signed-off-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

* Enable megatron core loggers for GPT pretraining (#8354) (#8384)

* Logging changes tested for gpt_pretraining



* Additional args



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

* Fix dreambooth data sampler issue (#8400) (#8413)

* Turn on drop last



* Some neva fixes



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* add ensemble decoding fix (#8427) (#8433)

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>

* NeVA Tutorial Notebook (#8217)

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add inference via script

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add codeblocks to run torchrun in notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

---------

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* mcore customization doc minor fix (#8421) (#8437)

Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>

* Add `loop_labels` algorithm for TDT greedy decoding (#8215)

* Add `loop_labels` algorithm for TDT greedy decoding

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Use `loop_labels` by default

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Loop labels greedy decoding v2

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments. Clean up

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add tests for batched hypotheses

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add tests for batched alignments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix comment

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix test

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add computer for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix TDT decoding algorithm

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Use loop frames by default for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Remove "loop frames" implementation for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Clean up

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix confidence. Use tensor for durations.

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

---------

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add dist ckpt support for regular optimizers (#7749) (#8293)

* Add dist ckpt support for regular optimizers



* [tutorial] fixed missing RIR scripts file. (#8257)



* fix imports



* imports fix



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* ci imports fix



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* revert asr notebook



* revert asr notebook



---------

Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Multimodal r1.23.0 bug fix  (#8315) (#8339)

* Rename quick-gelu



* ddpm config guard



* Fix ddpm edit api



* Fix insert_image_token cfg issue



* neva updates



* reformat



* Add back jenkins



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix jenkins



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix bugs



* Update default neva template



---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* mcore ds fix (#8283) (#8385)

* [tutorial] fixed missing RIR scripts file. (#8257)



* add values to en tts dict (#7879)



* mcore ds fix



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update mcore



* revert asr files



* add comments



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add support for mcore mock dataset



* update mcore version



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update gpt cfg



* update mcore commit



* fix Bert unit tests



* update bert tests



* fix bert mcore test



* fix gpt jenkins tests



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update apex & TE commits



* revert apex installation



* turn off the fusion for jenkins



---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

* MCore dataset compatibility for tokenizers (#8390) (#8397)

* Add unique_identifiers for all tokenizers and eod for SentencePieceTokenizer



* Add generalized token aliases to TokenizerSpec to conform with MegatronTokenizer's interface. Remove now-redundant individual fixes from AutoTokenizer and SentencePieceTokenizer.



---------

Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

* Canary: inference tokenization improvements; preserving custom keys when creating tarred manifests (#8432)

* Improvements for Canary:

- carry over custom keys when creatin tarred manifests
- selectable text field in ASR eval
- get rid of prompt slicing, create proper inference prompts

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

* set ensure_ascii=False in tarred conversion to avoid breaking tokenizers trained on UTF-8 encoding

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

---------

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

* add  sbert to IR (#8445)

* add  sbert to IR

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* add doc

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* fix the  auto_tokenizer property method reset bug

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* addressed bot comments

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Update readme (#8440)

* update

Signed-off-by: eharper <eharper@nvidia.com>

* udpate

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* landing pages added

* landing page added for vision

* landing pages updated

* some minor changes to the main readme

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* typo fixed

* update

Signed-off-by: eharper <eharper@nvidia.com>

---------

Signed-off-by: eharper <eharper@nvidia.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>

* NeMo-Mistral to HF converter bugfix. (#8353) (#8442)

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>

* Fixing mcore bert for TP, PP and SP (#8336) (#8443)

* Fixing mcore bert for TP, PP and SP

* Fixing mcore bert for TP, PP and SP

* Fixing mcore version

* Fixing mcore version

* Update Jenkinsfile



* Update Jenkinsfile



* Update Jenkinsfile



---------

Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

* Add LoRA support to all linear layers (#7988)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixed bug with ddp training.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* MCoreMixin chages.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* using new commit of meg-LM

Signed-off-by: arendu <adithya.r@gmail.com>

* add cpu_offloading_num_layers to conversion script until bug in megatron is fixed

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix peft mixin arguments to follow mcore 0.5

Signed-off-by: Chen Cui <chcui@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update megatron commit to fix ci error

Signed-off-by: Chen Cui <chcui@nvidia.com>

* try to fix ci

Signed-off-by: Chen Cui <chcui@nvidia.com>

* try to fix ci

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add cfg default

Signed-off-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

* Add Neva Template for NV-DPO Models  (#8358)

* add/rename from nvgpt to nv_steerlm, add nv_dpo template

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add nv_dpo conversation to accomendate empty system message

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* handle nv_dpo template text generation

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add prompt string to nvgpt

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* bugfix for inference prompt template

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* bug fix for grabbing clean text

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

* fix code format

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

---------

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>

* Account for mpirun use case in get_rank (#8429)

Signed-off-by: Jan Lasek <janek.lasek@gmail.com>

* Add settings to suppress bf16 compile errors in CI on V100 (#8481) (#8482)

* Add settings to suppress bf16 compile errors in CI on V100



* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Abhishree <abhishreetm@gmail.com>
Co-authored-by: Abhishree Thittenamane <47577437+athitten@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* fix canary chunk infer bug (#8449)

* fix chunk infer bug

Signed-off-by: stevehuang52 <heh@nvidia.com>

* add support for duration=None, add lhotse support for relative audio path

Signed-off-by: stevehuang52 <heh@nvidia.com>

* add tests

Signed-off-by: stevehuang52 <heh@nvidia.com>

---------

Signed-off-by: stevehuang52 <heh@nvidia.com>

* Add Baichuan2 support (#8282)

* Add Baichuan2 support

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Reworked MegatronPretrainingRandomBatchSampler to correctly handle epochs > 1 (#7920)

* Initital commit of reworked MegatronPretrainingRandomBatchSampler

Signed-off-by: Daniel Egert <degert@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixed small length based bug

Signed-off-by: Daniel Egert <degert@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Daniel Egert <degert@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Euynaheh <hehanyue99@outlook.com>

* Add Baichuan2 support

Signed-off-by: Euynaheh <hehanyue99@outlook.com>

* Add NeMo to HF conversion

* fix code format

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* fix code format

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Add Baichuan jenkins test

* add_BOS bug fix

* Update Jenkinsfile

Signed-off-by: Euynaheh <93857693+Euynaheh@users.noreply.github.com>

---------

Signed-off-by: Daniel Egert <degert@nvidia.com>
Signed-off-by: Euynaheh <hehanyue99@outlook.com>
Signed-off-by: Euynaheh <93857693+Euynaheh@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: trias702 <25867060+trias702@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>

* Jiaqiz/option to disable adapters & merge all lora layers (#8029)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixed bug with ddp training.

* use adapter only when it is enabled

Signed-off-by: jiaqi zeng <jiaqiz@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* fix lora merge script (#8113)

Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>

* add peft ckpt to nemo

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* merge lora weights for all layers, mcore only

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* support/fix cpu initialization

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add example usage

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix TP due to distributed checkpoint

Signed-off-by: Chen Cui <chcui@nvidia.com>

* updating the logic of merging lora weights for all layers, mcore only

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* MCoreMixin chages.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* merge in fp32 then cast back

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* remove ckpt to nemo

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

* fix import

Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>

---------

Signed-off-by: jiaqi zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>

* Update k2 version (#8478)

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add mcore full TE transformer layer spec (#8328)

* Add spec and implement autocast layer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* remove try-catchs, these dependecies are mandatory for this file

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Check out this cool try/except clause

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Remove unused import

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add import tests to Jenkinsfile

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Move import tests to Jenkins and remove code that is developed only for passing tests

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Make test robust to faulty base configs

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Use proper GPT implementation in the test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Update nemo/collections/nlp/models/language_modeling/megatron/gpt_full_te_layer_autocast_spec.py

Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add TE knobs to the copy of AutocastTransformerLayer

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Add dummy parameter to accomodated for the changes in mcore

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update mcore to 0.5.0 in Jenkins pipeline

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump mcore commit. This is commit from tot, not any release.

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Remove from the test config option that is incompatible with bias_activation_fusion

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Bump TE version in CI to 1.4

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Update test

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Change precision for the test - current runnens don't support bf16

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

---------

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Signed-off-by: jbaczek <45043825+jbaczek@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sudhakar Singh <sudhakars@nvidia.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>

* Handle float limit_val_batches (#8426)

* Handle float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Rectify reconfiguration of float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Remove unused imports

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Scale len(val_dataloader) with float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Return len(dataloader) in microbatches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Add back resetting of num val samples

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Fix to ensure float limit_val_batches is multiple of num_micro_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Remove forcing eval samples to 1 for float limit_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Fix bug wrt 0 limiot_val_batches

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Add missing mock_dataset line

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* Avoid ensuring limit_val_batches is a mutliple of microbatches for 1.0

Signed-off-by: Abhishree <abhishreetm@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Restore the hack forcing number of validation and test epochs to 1

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

* Change limit_val_batches to 1.0 for GPT pretraining test. The integer value is covered in other tests

Signed-off-by: Jan Baczek <jbaczek@nvidia.com>

---------

Signed-off-by: Abhishree <abhishreetm@gmail.com>
Signed-off-by: Jan Baczek <jbaczek@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Jan Baczek <jbaczek@nvidia.com>

* Fix tutorial links in user guide (#8497)

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>

* Sequence Parallel for LoRA (#8369)

* support lora + sequence parallel

Signed-off-by: Chen Cui <chcui@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add more comments

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add lora SP CI test

Signed-off-by: Chen Cui <chcui@nvidia.com>

* support lora for all linear modules as in #7988

Signed-off-by: Chen Cui <chcui@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Call proper method to replace (#8498)

Signed-off-by: Naga Venkatesh Gavini <nagavenkat9948@gmail.com>

* Added memory logger (#8395)

* Added memory logger

Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Selvaraj Anandaraj <selvaraja@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

* Canary refactor for Riva (#8363)

* initial commit of bleu score tracking

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* initial commit, refactoring aed models for riva

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Updating Canary to support torch metrics

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style fixes

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* missed an empty batch conditional

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Fixing dataloader issues

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Finishing merge conflict with transcribe update

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style fix

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* copyright header fix

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* yet another merge conflict

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* making paired data management safer

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* sentencepiece needs bigger tokenizer...

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* sentencepiece tokenizer vocab needs to be +2 from vocab for canary

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Update canary tokenizer to be more generic, updated metrics to manage special tokens removal themselves.

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* merge conflit

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Simplified tokenizer and corrected bug in dataloader

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* Cleaning up docstrings and fixing inference bug.

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* adding example scripts

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* cleaning up useless imports

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* adding unit tests

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* fixing unit tests

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* cfg name change

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* adding custom check to pass pytests

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* removing print script

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* catching bugs regarding tokens.

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* added docstrings and made examples scripts more generic

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* docstring deleted by accident

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* plurals in namespace

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

* changing example script

Signed-off-by: Travis Bartley <tbartley@nvidia.com>

---------

Signed-off-by: Travis Bartley <tbartley@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>

* add alpha scaling to lora (#8248)

* removed pdeprecated eft model

Signed-off-by: arendu <adithya.r@gmail.com>

* add alpha

Signed-off-by: arendu <adithya.r@gmail.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add alpha scaling to lora (#8483)

* coldfix (#8412)

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixed errors in the CTM gen functions (#8416) (#8420)

Signed-off-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add change_vocabulary and save_tokenizers() support to Multitask ASR models (#8357) (#8367)

* Add change_vocabulary and save_tokenizers() support

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update nemo/collections/asr/models/aed_multitask_models.py

---------

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* fix path location and branch (#8314)

* fix path location and branch (#8304)

* fix path location and branch

Signed-off-by: Nithin Rao Koluguri <nithinraok>

* change to a floating point number

Signed-off-by: Nithin Rao Koluguri <nithinraok>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>

* updat ebranch in tutorial

Signed-off-by: Nithin Rao Koluguri <nithinraok>

---------

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add TP comm overlap knobs to AutocastTransformerLayer (#8290)

Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add deallocate pipeline output optimization (#8279) (#8318)

* add deallocate pipeline output optimization

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* remove assertion (#8302) (#8321)

Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Keep max_seqlen and cu_seqlens_argmin for later micro-batches when PP>1 (#8334) (#8346)

Signed-off-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Enable megatron core loggers for GPT pretraining (#8354) (#8384)

* Logging changes tested for gpt_pretraining

* Additional args

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fix dreambooth data sampler issue (#8400) (#8413)

* Turn on drop last

* Some neva fixes

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add ensemble decoding fix (#8427) (#8433)

Signed-off-by: Nithin Rao Koluguri <nithinraok>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeVA Tutorial Notebook (#8217)

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* init commit - neva tutorial

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* NeVA tutorial notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add inference via script

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* requested changes

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

* add codeblocks to run torchrun in notebook

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>

---------

Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore customization doc minor fix (#8421) (#8437)

Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add `loop_labels` algorithm for TDT greedy decoding (#8215)

* Add `loop_labels` algorithm for TDT greedy decoding

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Use `loop_labels` by default

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Loop labels greedy decoding v2

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments. Clean up

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add tests for batched hypotheses

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add tests for batched alignments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix comment

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix test

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add computer for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix TDT decoding algorithm

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Use loop frames by default for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Remove "loop frames" implementation for TDT

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Clean up

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Add comments

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* Fix confidence. Use tensor for durations.

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

---------

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add dist ckpt support for regular optimizers (#7749) (#8293)

* Add dist ckpt support for regular optimizers

* [tutorial] fixed missing RIR scripts file. (#8257)

* fix imports

* imports fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* ci imports fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* revert asr notebook

* revert asr notebook

---------

Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Multimodal r1.23.0 bug fix  (#8315) (#8339)

* Rename quick-gelu

* ddpm config guard

* Fix ddpm edit api

* Fix insert_image_token cfg issue

* neva updates

* reformat

* Add back jenkins

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix jenkins

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix bugs

* Update default neva template

---------

Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* mcore ds fix (#8283) (#8385)

* [tutorial] fixed missing RIR scripts file. (#8257)

* add values to en tts dict (#7879)

* mcore ds fix

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update mcore

* revert asr files

* add comments

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add support for mcore mock dataset

* update mcore version

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update gpt cfg

* update mcore commit

* fix Bert unit tests

* update bert tests

* fix bert mcore test

* fix gpt jenkins tests

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update apex & TE commits

* revert apex installation

* turn off the fusion for jenkins

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* MCore dataset compatibility for tokenizers (#8390) (#8397)

* Add unique_identifiers for all tokenizers and eod for SentencePieceTokenizer

* Add generalized token aliases to TokenizerSpec to conform with MegatronTokenizer's interface. Remove now-redundant individual fixes from AutoTokenizer and SentencePieceTokenizer.

---------

Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Canary: inference tokenization improvements; preserving custom keys when creating tarred manifests (#8432)

* Improvements for Canary:

- carry over custom keys when creatin tarred manifests
- selectable text field in ASR eval
- get rid of prompt slicing, create proper inference prompts

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

* set ensure_ascii=False in tarred conversion to avoid breaking tokenizers trained on UTF-8 encoding

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

---------

Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* add  sbert to IR (#8445)

* add  sbert to IR

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* add doc

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* fix the  auto_tokenizer property method reset bug

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* addressed bot comments

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Update readme (#8440)

* update

Signed-off-by: eharper <eharper@nvidia.com>

* udpate

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* landing pages added

* landing page added for vision

* landing pages updated

* some minor changes to the main readme

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* update

Signed-off-by: eharper <eharper@nvidia.com>

* typo fixed

* update

Signed-off-by: eharper <eharper@nvidia.com>

---------

Signed-off-by: eharper <eharper@nvidia.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* NeMo-Mistral to HF converter bugfix. (#8353) (#8442)

Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Fixing mcore bert for TP, PP and SP (#8336) (#8443)

* Fixing mcore bert for TP, PP and SP

* Fixing mcore bert for TP, PP and SP

* Fixing mcore version

* Fixing mcore version

* Update Jenkinsfile

* Update Jenkinsfile

* Update Jenkinsfile

---------

Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add LoRA support to all linear layers (#7988)

* Added LoRA support for the Dense layer of Attention

* Added LoRA MLP support to MCore and NeMo models.

* Change LoRA config default to QKV.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixed bug with ddp training.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* MCoreMixin chages.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* using new commit of meg-LM

Signed-off-by: arendu <adithya.r@gmail.com>

* add cpu_offloading_num_layers to conversion script until bug in megatron is fixed

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix peft mixin arguments to follow mcore 0.5

Signed-off-by: Chen Cui <chcui@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update megatron commit to fix ci error

Signed-off-by: Chen Cui <chcui@nvidia.com>

* try to fix ci

Signed-off-by: Chen Cui <chcui@nvidia.com>

* try to fix ci

Signed-off-by: Chen Cui <chcui@nvidia.com>

* add cfg default

Signed-off-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Add Neva Template for NV-DPO Models  (#8358)

* add/rename from nvgpt to nv_steerlm, add nv_dpo template

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add nv_dpo conversation to accomendate empty system message

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* handle nv_dpo template text generation

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* add prompt string to nvgpt

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* bugfix for inference prompt template

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>

* bug fix for grabbing clean text

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

* fix code format

Signed-off-by: Huiying Li <willwin.lee@gmail.com>

---------

Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* default for alpha

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

* Rebase scaling alpha

Signed-off-by: Michal Futrega <mfutrega@nvidia.com>

---------

Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Adi Renduchintala <adithyare@nvidia.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: arendu <adithya.r@gmail.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Michal Futrega <mfutrega@nvidia.com>
Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Nithin Rao Koluguri <nithinraok>
Signed-off-by: Jaemin Choi <jaeminc@nvidia.com>
Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Sangkug Lym <slym@nvidia.com>
Signed-off-by: Aishwarya Bhandare <abhandare@nvidia.com>
Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com>
Signed-off-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Signed-off-by: Pratyush Muthukumar <pannumuthu@gmail.com>
Signed-off-by: Huiying Li <willwin.lee@gmail.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Piotr Żelasko <petezor@gmail.com>
Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>
Signed-off-by: eharper <eharper@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Signed-off-by: Adi Renduchintala <adithyare@nvidia.com>
Signed-off-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Signed-off-by: Chen Cui <chcui@nvidia.com>
Signed-off-by: HuiyingLi <willwin.lee@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Michal Futrega <mfutrega@nvidia.com>
Co-authored-by: George <37293288+Jorjeous@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Piotr Żelasko <petezor@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Jaemin Choi <minitu77@gmail.com>
Co-authored-by: Jaemin Choi <jaeminc@nvidia.com>
Co-authored-by: JimmyZhang12 <67203904+JimmyZhang12@users.noreply.github.com>
Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com>
Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Sangkug Lym <slym@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ashbhandare <ash.bhandare@gmail.com>
Co-authored-by: Aishwarya Bhandare <abhandare@nvidia.com>
Co-authored-by: yaoyu-33 <54727607+yaoyu-33@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <30813477+PannuMuthu@users.noreply.github.com>
Co-authored-by: Pratyush Muthukumar <pmuthukumar@nvidia.com>
Co-authored-by: Huiying <willwin.lee@gmail.com>
Co-authored-by: Vladimir Bataev <vbataev@nvidia.com>
Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: dimapihtar <dpihtar@gmail.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>
Co-authored-by: Valerie Sarge <vsarge@nvidia.com>
Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com>
Co-authored-by: ntajbakhsh <ntajbakhsh@nvidia.com>
Co-authored-by: akoumpa <153118171+akoumpa@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com>
Co-authored-by: Tugrul Konuk <ertkonuk@gmail.com>
Co-authored-by: Jiaqi Zeng <jiaqiz@nvidia.com>
Co-authored-by: HeyyyyyyG <49757268+HeyyyyyyG@users.noreply.github.com>
Co-authored-by: Chen Cui <chcui@nvidia.com>

* Update PEFT Doc (#8501)

* update peft doc

Signed-off-by: Chen Cui <chcui@nvidia.com>

* remove old prompt learning doc and notebook

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix table

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix table

Signed-off-by: Chen Cui <chcui@nvidia.com>

* fix table

Signed-off-by: Chen Cui <chcui@nvidia.com>

* revert accidental commit

Signed-off-by: Chen Cui <chcui@nvidia.com>

* revert accidental commit

Signed-off-by: Chen Cui <chcui@nvidia.com>

---------

Signed-off-by: Chen Cui <chcui@nvidia.com>

* release updates (#8394)

* release updates (#8378)

* [tutorial] fixed missing RIR scripts file. (#8257)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* add values to en tts dict (#7879)

Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>

* mcore ds fix

Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update mcore

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* revert asr files

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* add comments

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add support for mcore mock dataset

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* update mcore version

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* update gpt cfg

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* update mcore commit

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* fix Bert unit tests

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* update bert tests

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* fix bert mcore test

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* fix gpt jenkins tests

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add support for dict data input type

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* add mock ds test

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* add test for dict data input type

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* mcore ds fix

Signed-off-by: dimapihtar <dpihtar@gmail.com>

* data input fix

Signed-off-by: dimapihtar <dpihtar@gmail.com>

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana Graterol Fuenmayor <marianag@nvidia.com>
Signed-off-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Signed-off-by: dimapihtar <dpihtar@gmail.com>
Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Mariana <47233618+mgrafu@users.noreply.github.com>
Co-authored-by: Dmytro Pykhtar <dpykhtar@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Pablo Garay <palenq@gmail.com>

* Update megatron_gpt_model.py

Signed-off-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com>

---------

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Mariana G…
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Projects
None yet
Development

Successfully merging this pull request may close these issues.

2 participants