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

[bug_fix] kv_channels is used when available #5066

Merged
merged 3 commits into from
Oct 4, 2022

Conversation

arendu
Copy link
Collaborator

@arendu arendu commented Oct 4, 2022

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

What does this PR do ?

IA3 logic should look at kv_channels * num_attention_heads to get the true hidden_size for k,v,q in ParallelAttention.

Collection: [nlp]

Changelog

  • checks if kv_channels is available in the config of a T5 model, if available it will use it and ignore hidden_size.

Usage

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

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: arendu <adithya.r@gmail.com>
@Davood-M Davood-M merged commit e0cc6b7 into main Oct 4, 2022
Davood-M pushed a commit that referenced this pull request Oct 4, 2022
* fix bug s.t kv_channels is used when available

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
titu1994 pushed a commit to titu1994/NeMo that referenced this pull request Oct 6, 2022
* fix bug s.t kv_channels is used when available

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
1-800-BAD-CODE pushed a commit to 1-800-BAD-CODE/NeMo that referenced this pull request Nov 13, 2022
* fix bug s.t kv_channels is used when available

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: 1-800-bad-code <shane.carroll@utsa.edu>
hainan-xv pushed a commit to hainan-xv/NeMo that referenced this pull request Nov 29, 2022
* fix bug s.t kv_channels is used when available

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>
titu1994 added a commit that referenced this pull request Nov 29, 2022
* Fix the bugs in cache-aware streaming Conformer (#5032)

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

* IA3 support for GPT and T5 (#4909)

* init commit for ia3 adater training in GPT

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

* ia3 adater training in GPT, models and adapter classes

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

* reshape to operate even on non-contiguous tensors

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

* configs

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

* fixed none init

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

* adding adapter and ia3 support for T5 based models

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

* style fix

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

* config update and t5 model adapter and ia3

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

* removed unused imports

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

* predict step for inference

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

* style fix

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

* style fix

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

* adapter inference for t5

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

* style fix

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

* fixed bug micro and global batch size in eval

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

* minor edit

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

* agressive truncation if in test examples if no truncation field is given

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

* corrected for language_model_path name changes in main

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

* removed unused import

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

* name change for language_model_path

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

* include inter_attention to IA3

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

* minor fix in confg

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

* minor fixes

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

* removed unused flag

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

* addressing PR comments

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

* address PR comments

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

* minor fix

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

* style fix

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

* CI test

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

* minor fix in jenkinsfile

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Bug fix - Limit val batches set to 1.0  (#5023)

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

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

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

* Adressed sandeep's comments

* Fixing limit val batches support in bert

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

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

* Fixing limit val batches support in bert

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

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

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [bug_fix] kv_channels is used when available (#5066)

* fix bug s.t kv_channels is used when available

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* P&C Docs (#5068) (#5069)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add spe_split_by_unicode_script arg (#5072)

* Add spe_split_by_unicode_script arg

Signed-off-by: Anas <aabouallaban@pm.me>

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

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

Signed-off-by: Anas <aabouallaban@pm.me>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* probabilites -> probabilities (#5078) (#5079)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* increase PR and Issue sweep quantity and active close PRs. (#5073)

* increase PR and Issue sweep quantity and active close PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] added missing German phoneme tokenizer. (#5070) (#5074)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* rename to match prompt leanring (#5076)

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

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061)

* Fixes to seq2seq eval

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

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

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

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Notebook bug fixes (#5084) (#5085)

* Notebook bug fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Turned nemo install back on

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* reverted notebook

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Updated one line in entity linking nb

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* update strategy in notebook from ddp_fork to dp (#5088) (#5089)

Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix bug in Squeezeformer Conv block (#5011) (#5024)

* Fix bug in Squeezeformer Conv block

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

* Fix kernel context

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

* Fix access mixin

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

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

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fixed megatron lm conversion bug (PTL related) (#5038) (#5063)

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) (#5094)

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

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

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix numba (#5098)

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

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Make it possible to specify output_filename in normalize_with_audio.py (#5092)

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

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

* Greedy decoding confidence for CTC and RNNT (#4931)

* rnnt confidence draft

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* word confidence

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* advanced entropies added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* refactoring

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* oops forgot a file

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* metrics and benchmarking script added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* style fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* texterrors installation added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* lgtm and bug fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix comments

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix typos

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* add missing import after rebase

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Add] SLURP models and examples (#4668)

* add model, util and loss

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* refactor

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

* refactor annd update

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

* update

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

* update and refactor

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

* update and refactor

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

* update and refactor

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update docs

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

* update available models

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

* update

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

* refactor data processing

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

* fix typo

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

* update docs

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

* refactor and update

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

* update doc

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

* move transformer to asr.modules

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

* move transformer to asr.modules

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

* get rid of jsonlines

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

* refactor

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

* revert changes to nlp

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

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com>
Co-authored-by: Jagadeesh Balam <4916480+jbalam-nv@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* only optimize params that are part of the adapter modules (#5086)

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Pipeline Parallel T5 Prompt Learning (#4956)

* Added pre process flag checks and pipeline parallel in fwd

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added rank check for pipeline parallel

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

* T5 prompt learning works!

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* IA3 passing CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Fixed typo

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* removed optimizer setup so Adi's change will not conflict

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] remove phonemizer.py (#5090)

remove phonemizer.py and convert code block to markdown in the tutorial.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Decoding with PP > 2 fix (#5091) (#5103)

* set sequence lenghts in the pipeline properly

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] fixed wrong val loss for epoch 0 and inconsistent metrics names (#5087) (#5102)

* fixed hifigan configs as well
* [pre-commit.ci] auto fixes from pre-commit.com hooks

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

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix and refactor consumed samples save/restore for Megatron models. (#5077)

* Fixes and refactor

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove unused imports

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* RIR corpus generator tool (#4927)

Signed-off-by: Ante Jukić <ajukic@nvidia.com>

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

* Multiprocessing fix (#5106) (#5107)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Bug fix] PC lexical + audio (#5109) (#5110)

* training running

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Fix] schedulers with no max_steps param (#4564)

* fix schedulers

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

* update to use python inspect module

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

* update

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

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 prompt learning fixes missing from r.11.0 merge (#5075) (#5101)

* Fix special tokens

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add NeMo TTS Primer Tutorial (#4933)

* [TTS] Add NeMo TTS Primer Tutorial

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

* Add Squeezeformer CTC model checkpoints on Librispeech (#5121)

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

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* adding loss normalization options to rnnt joint  (#4829)

* adding normalization options to rnnt joint loss

* moving the param to joint

* moving loss normalization to rnnt loss config

* style

* cleaning up

* fixing sum reduction in joint

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* moving reduction into RNNT loss class

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

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

* refactoring

* typos

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Asr concat dataloader (#5108)

* forced precision

* typo

* initial commit

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typos and bugs

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* reverting conformer encoder

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* additional checks

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* adding support to CTC models as well

* reverting conformer_encoder

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typo

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

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

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

* refactoring

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

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

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

* refactoring

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* merging

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>
Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix blossom ci unittests

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

* bugfix: pybtex.database.InvalidNameString: Too many commas in author field. (#5112) (#5115)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Uppdate container version to 22.09 (#5105)

* update container version

Signed-off-by: ericharper <complex451@gmail.com>

* pin click

Signed-off-by: ericharper <complex451@gmail.com>

* pin click 8.0.2

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Remove unsupported arguments from MegatronNMT (#5065)

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* More fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* pp2 support for T5 IA3 learning and T5 Adapters learning (#5116)

* enabling pp2

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

* optimizer update

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

* T5 pp>1 support for adapters and ia3

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

* fix bug with missing adapter_tuning

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

* inference error fixed, pp=2

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Prompt Learning Fixes for Pipeline Parallel (#5120)

* Initial fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Added back validation acc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

* Put num workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added relative encoding if statament

Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>

* Added back val loss only validation

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Revert "Added back val loss only validation"

This reverts commit 86d8f4806fe30335c40c3716ce18259939df500f.

* Removed val acc for PP > 1

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Removed enc_seq_len if statement

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added back validation acc calc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Co-authored-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* add doc info (#4721)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

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

* [TTS] Add SpanishCharsTokenizer (#5135)

* [TTS] Add SpanishCharsTokenizer

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

* Update megatron interface to dialogue (#4936)

* fix style formatting

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update template to include description of intent

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes based on requests in review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add compatibility with assistant dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove dialogue_state_tracking

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update huggingface utils for dialogue

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename dialogue_state_tracking_hybrid to dialogue_state_tracking_sgdqa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix nemo/collections/nlp/models/dialogue_state_tracking_sgdqa/__init__.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add docstrings for assistant data processsor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins for SGDGEN local checkpoint

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* use local vocab file for Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* patch for Jenkins CI using local file

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add slot filling prediction and metrics

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor metrics code out of Dialogue GPT Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate backward compatible support for IntentSlotClassificationModel (bert model)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* save prediction file for IntentSlotClassification

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue gpt model training for megatron gpt

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove batch generate for HF GPT2, which causes lower performance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add few shot capability to dialogue gpt model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile and remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update code description and clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate compatibility with ZeroShotIntentModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename folder to dialogue due to increased scope and further refactor for clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* added dialogue GPT for sequence generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add CI test for DialogueGPTGenerationModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate DialogueS2SGenerationModel for generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* modify huggingface utils to support HF t5/BART models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bleu metric style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 2 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 3 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate sgd generation based on user user utterance and system slot-values to generate system utterance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add validation model saving capabilities

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* cleaned up code for SGD Based Answer extender

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue Generation CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix Jenkins CI issue"

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add support for design dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support megatron for dialogue_s2s_generation_model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce loaded samples in MSMarcoDataProcessor to 64 when cfg.model.dataset.debug_mode=True

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update checkpoint and predictions filename to include epoch number

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate HF BART MNLI into zero shot intent model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Nearest Neighbour Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor Dialogue SGD Data Processor to make interface for models cleaner

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue S2S Generation model for DialogueSGDDataProcessor interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support sgd and drive thru datasets by zero shot model and nearest neighbour model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add prediction saving code to nearest neighbour and zero shot intent models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo in sgd data processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Mellon QA Data Processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update mellon qa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py to remove outdated info

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address review comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix for cfg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* make dependency on apex optional

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* change NLPDDPluggin calling logic to make it possible to run without apex

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add first draft of tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce ms marco size by removing lines without wellFormedAnswers

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update colab tutorial link in dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* include unit test and some refactor to facilitate unit test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr issues

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove typos in dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support larger files for question answering

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary artifacts to reduce memory use

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* put 0 tensor to device

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update link within dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* restore previously delete files

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error handling when loss = nan

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update nan handling

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss func

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix type error raised in qa_dataset.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add error checking message

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exp logging

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* limit number of negative samples

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused methods and style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add more documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes base on PR review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set wandb logger falseby default

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update interface with megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update inline documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update prompt_ids

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug for megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add megatron t5 inference

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug due to bert tokenizer not being space-aware

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update IntentSlotModel onnx export test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exportable

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* improve speed of rank_candidates and support for p tuning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix megatron prompt learning saving bug

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generate_candidate method

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove repeated init text ids and invert attention masks

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* custom collate fn to remove excess padding in batch

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update complete method to mitigate issue when max seq len is low

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generation interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added save inference ready .nemo file with every checkpoint (#5055)

* Added save inference ready .nemo file with every checkpoint

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Python style fix

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* addressed Adi's comment

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added ptuning check in model checkpoint saving

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed save_nemo_on_valdaition default to False

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

* Changes global batch size of adapter CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed num workers to 0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added first stage of pipeline check

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118)

* Remove ; from jupyter notebook cells

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typos in documentation/code

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix output message to have 'or equal'

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Link formatting fixes

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Add error if max_utts is used in tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Remove max_utts parameter from tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix max_utts removal in tests

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typo if -> is

Signed-off-by: Igor Gitman <igitman@nvidia.com>

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

* Merge r1.12.0 main (#5139)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Add cherry-pick action (#4958)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate transformers requirement

Signed-off-by: ericharper <complex451@gmail.com>

* Release SOTA Lang ID model  (#5080)

* add pretrained lang id model ambernet

Signed-off-by: fayejf <fayejf07@gmail.com>

* update doc and style fix

Signed-off-by: fayejf <fayejf07@gmail.com>

Signed-off-by: fayejf <fayejf07@gmail.com>

* update branch and package info

Signed-off-by: ericharper <complex451@gmail.com>

* remove upper bounds on lightning and transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove transformers offline from ci

Signed-off-by: ericharper <complex451@gmail.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: fayejf <fayejf07@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added ASR model comparison to SDE (#5043)

SDE: Added ASR model comparison tool to SDE
transcribe speech: Added support for many predictions in one file, as well as custom field names
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix nmt eval sampler (#5154)

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Global init steps (#5143)

* move global step to base

Signed-off-by: Yi Dong <yidong@nvidia.com>

* fix fused softmax

Signed-off-by: Yi Dong <yidong@nvidia.com>

* add the missing file

Signed-off-by: Yi Dong <yidong@nvidia.com>

* update the fused kernel

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import error

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import again

Signed-off-by: Yi Dong <yidong@nvidia.com>

Signed-off-by: Yi Dong <yidong@nvidia.com>
Signed-off-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518)

* bug fix - sample rate was being ignored in vocoder dataset when not loading mel
* handled n segments for a different sampling rate than original sampling rate
* Added case for n_segments 0, warning for n_segments greater than file length

Signed-off-by: Paarth Neekhara <paarth.n@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Jocelyn <jocelynh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add EMA support to NeMo (#4764)

* Added Base files

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Some refactors, swap to using MNIST Lnet

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add a few more tests, allow the callback to be set via the exp manager

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Actually run validation for testing

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Run isort

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add test for saving state/fix saving state

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Use dummy model

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add copyright

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Support saving separate EMA weight module

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add standalone functionality/logging

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Expose more parameters

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Modify to allow option to replace validation

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add jenkins test, formatting

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add cherry-pick action (#4958) (#4961)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix changelog builder (#4962) (#4963)

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

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

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix cherry pick workflow (#4964) (#4965)

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* reorder model check (#4959) (#4967)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* check for active conda environment (#4970) (#4971)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Checkpoint averaging class fix (#4946)

* 1. Added args.class_path to provide it externally.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add ability to give seperate datasets for test, train and validation (#4798)

* Add ability to give seperate datasets for test, train and validation

* Addressed Sandeeps comments

* Addressed Sandeeps comments

* Add ability to give seperate datasets for test, train and validation

* Add ability to give seperate datasets for test, train and validation

* Addressed review comments

* Bug fix for common dataset utils

* Add CI tests

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Reformat code

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

* Bug Fix

* Bug Fix

* Update Jenkinsfile

* Addressed comments

* Addressed Eriks comments.

* Addressed Sandeep

* Update Jenkinsfile

* Update Jenkinsfile

* Update dataset_utils.py

* Update Jenkinsfile

* Update Jenkinsfile

* Use GPT CI config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix label models restoring issue from wrighted cross entropy (#4968) (#4975)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add simple pre-commit file (#4983)

* Add simple pre-commit file

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Exclude docs folder

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

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

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb.

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

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

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951)

Signed-off-by: Jin Li <liji@nvidia.com>

Signed-off-by: Jin Li <liji@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Adding speaker embedding conditioning in fastpitch (#4986)

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix ASR issues (#4984) (#4991)

* Fix ASR issues

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

* Revert fix

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

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

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix current tests

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* More test coverage

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address reviews

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

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

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop bf16 test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* remove print

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add bf16

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Jin Li <liji@nvidia.com>
Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com>
Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix BF16 test (#5162)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

* Fix errors in speaker diarization nemo docs (#5153)

* fix docs and docstrings for MSDD

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix nemo docs errors

Signed-off-by: Taejin Park <tango4j@gmail.com>

* reflected review comments

Signed-off-by: Taejin Park <tango4j@gmail.com>

Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add interleaved pipeline schedule to GPT (#5025)

* add virtual pipeline size to config

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* update for list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* add virtual to init

Signed-off-by: ericharper <complex451@gmail.com>

* update first last stage embedding all reduce

Signed-off-by: ericharper <complex451@gmail.com>

* update sequence parallel all reduce for virtual models

Signed-off-by: ericharper <complex451@gmail.com>

* runs but we get an error

Signed-off-by: ericharper <complex451@gmail.com>

* set virtual rank 0 after looping

Signed-off-by: ericharper <complex451@gmail.com>

* account for virtual when determinining first and last pipeline stages

Signed-off-by: ericharper <complex451@gmail.com>

* checkpointing for virtual models in progress

Signed-off-by: ericharper <complex451@gmail.com>

* add checkpoint hooks

Signed-off-by: ericharper <complex451@gmail.com>

* working on validation when resuming

Signed-off-by: ericharper <complex451@gmail.com>

* skip sanity val steps by default in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove comment

Signed-off-by: ericharper <complex451@gmail.com>

* log number of params

Signed-off-by: ericharper <complex451@gmail.com>

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

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

* style

Signed-off-by: ericharper <complex451@gmail.com>

* check if self.model is a list

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default size None on init

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default to None in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove ensure_divisibility call

Signed-off-by: ericharper <complex451@gmail.com>

* fix lgtm alerts

Signed-off-by: ericharper <complex451@gmail.com>

* remove num_sanity_val_steps from config

Signed-off-by: ericharper <complex451@gmail.com>

* default virtual pipeline size to none

Signed-off-by: ericharper <complex451@gmail.com>

* check for list

Signed-off-by: ericharper <complex451@gmail.com>

* update assert to make sure we are only doing virtual for gpt

Signed-off-by: ericharper <complex451@gmail.com>

* revert change to get_params_for_weight_decay

Signed-off-by: ericharper <complex451@gmail.com>

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

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

* init var

Signed-off-by: ericharper <complex451@gmail.com>

* add import guard for set virtual model parallel world size

Signed-off-by: ericharper <complex451@gmail.com>

* use import guard

Signed-off-by: ericharper <complex451@gmail.com>

* update calls to fake init in eval scripts

Signed-off-by: ericharper <complex451@gmail.com>

* add _get_fwd_bwd_function

Signed-off-by: ericharper <complex451@gmail.com>

* log all total model parameters

Signed-off-by: ericharper <complex451@gmail.com>

* remove unused import

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* reduced to 14 inactive days to be stale for PRs. (#5165)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* refactor TTS documentation organization and add new contents. (#5137)

* refactor TTS documentation organization and add new contents.
* fix asr api bug.
* fix broken links.
* fix unexpected indentation errors.
* fixed unexpected indentation.
* fixed broken paper reference.
* fixed cross-reference and typos.
* fixed toctree errors.
* revert to 'Augmentors'
* reordered TTS tutorial list in starthere.
* ordered api classes alphabetically for each Section.
* fixed underscore typo for fastpitch checkpoint.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* upcase 'Tuning'

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed typo for RAD-TTS Aligner

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* reorder aligner section after mel-gen and vocoders in models.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* clarify Mixer-TTS-X and reorder model descriptions alphabetically.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed some typos and formats.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed old megatron.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed block quote ends without a blank line warnings.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* remove duplicate reference; fixed missing key nlp-megatron-shoeybi2019megatron

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* Revert "removed old megatron.rst."

This reverts commit c5ea1dc3f23272eecfe8040e3abfa54fa122cf73.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed Russian, a hyphen, and add a note about G2P in tts/config.rst

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* added pynini installation in wfst_text_normalization.rst

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* added description of manifest key/value pairs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* add toctree in tts/intro

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* replace main branch to stable.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* add 'upcoming' for e2e systems.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* replaced main branch to stabl…
hainan-xv pushed a commit to hainan-xv/NeMo that referenced this pull request Nov 29, 2022
* fix bug s.t kv_channels is used when available

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>
hainan-xv added a commit to hainan-xv/NeMo that referenced this pull request Nov 29, 2022
* Fix the bugs in cache-aware streaming Conformer (#5032)

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

* IA3 support for GPT and T5 (#4909)

* init commit for ia3 adater training in GPT

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

* ia3 adater training in GPT, models and adapter classes

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

* reshape to operate even on non-contiguous tensors

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

* configs

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

* fixed none init

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

* adding adapter and ia3 support for T5 based models

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

* style fix

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

* config update and t5 model adapter and ia3

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

* removed unused imports

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

* predict step for inference

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

* style fix

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

* style fix

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

* adapter inference for t5

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

* style fix

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

* fixed bug micro and global batch size in eval

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

* minor edit

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

* agressive truncation if in test examples if no truncation field is given

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

* corrected for language_model_path name changes in main

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

* removed unused import

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

* name change for language_model_path

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

* include inter_attention to IA3

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

* minor fix in confg

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

* minor fixes

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

* removed unused flag

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

* addressing PR comments

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

* address PR comments

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

* minor fix

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

* style fix

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

* CI test

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

* minor fix in jenkinsfile

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Bug fix - Limit val batches set to 1.0  (#5023)

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

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

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

* Adressed sandeep's comments

* Fixing limit val batches support in bert

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

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

* Fixing limit val batches support in bert

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

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

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [bug_fix] kv_channels is used when available (#5066)

* fix bug s.t kv_channels is used when available

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* P&C Docs (#5068) (#5069)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add spe_split_by_unicode_script arg (#5072)

* Add spe_split_by_unicode_script arg

Signed-off-by: Anas <aabouallaban@pm.me>

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

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

Signed-off-by: Anas <aabouallaban@pm.me>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* probabilites -> probabilities (#5078) (#5079)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* increase PR and Issue sweep quantity and active close PRs. (#5073)

* increase PR and Issue sweep quantity and active close PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] added missing German phoneme tokenizer. (#5070) (#5074)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* rename to match prompt leanring (#5076)

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

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061)

* Fixes to seq2seq eval

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

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

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

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Notebook bug fixes (#5084) (#5085)

* Notebook bug fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Turned nemo install back on

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* reverted notebook

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Updated one line in entity linking nb

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* update strategy in notebook from ddp_fork to dp (#5088) (#5089)

Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix bug in Squeezeformer Conv block (#5011) (#5024)

* Fix bug in Squeezeformer Conv block

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

* Fix kernel context

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

* Fix access mixin

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

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

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fixed megatron lm conversion bug (PTL related) (#5038) (#5063)

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) (#5094)

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

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

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix numba (#5098)

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

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Make it possible to specify output_filename in normalize_with_audio.py (#5092)

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

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

* Greedy decoding confidence for CTC and RNNT (#4931)

* rnnt confidence draft

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* word confidence

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* advanced entropies added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* refactoring

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* oops forgot a file

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* metrics and benchmarking script added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* style fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* texterrors installation added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* lgtm and bug fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix comments

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix typos

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* add missing import after rebase

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Add] SLURP models and examples (#4668)

* add model, util and loss

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* refactor

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

* refactor annd update

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

* update

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

* update and refactor

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

* update and refactor

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

* update and refactor

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update docs

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

* update available models

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

* update

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

* refactor data processing

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

* fix typo

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

* update docs

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

* refactor and update

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

* update doc

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

* move transformer to asr.modules

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

* move transformer to asr.modules

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

* get rid of jsonlines

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

* refactor

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

* revert changes to nlp

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

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com>
Co-authored-by: Jagadeesh Balam <4916480+jbalam-nv@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* only optimize params that are part of the adapter modules (#5086)

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Pipeline Parallel T5 Prompt Learning (#4956)

* Added pre process flag checks and pipeline parallel in fwd

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added rank check for pipeline parallel

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

* T5 prompt learning works!

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* IA3 passing CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Fixed typo

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* removed optimizer setup so Adi's change will not conflict

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] remove phonemizer.py (#5090)

remove phonemizer.py and convert code block to markdown in the tutorial.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Decoding with PP > 2 fix (#5091) (#5103)

* set sequence lenghts in the pipeline properly

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] fixed wrong val loss for epoch 0 and inconsistent metrics names (#5087) (#5102)

* fixed hifigan configs as well
* [pre-commit.ci] auto fixes from pre-commit.com hooks

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

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix and refactor consumed samples save/restore for Megatron models. (#5077)

* Fixes and refactor

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove unused imports

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* RIR corpus generator tool (#4927)

Signed-off-by: Ante Jukić <ajukic@nvidia.com>

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

* Multiprocessing fix (#5106) (#5107)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Bug fix] PC lexical + audio (#5109) (#5110)

* training running

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Fix] schedulers with no max_steps param (#4564)

* fix schedulers

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

* update to use python inspect module

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

* update

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

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 prompt learning fixes missing from r.11.0 merge (#5075) (#5101)

* Fix special tokens

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add NeMo TTS Primer Tutorial (#4933)

* [TTS] Add NeMo TTS Primer Tutorial

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

* Add Squeezeformer CTC model checkpoints on Librispeech (#5121)

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

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* adding loss normalization options to rnnt joint  (#4829)

* adding normalization options to rnnt joint loss

* moving the param to joint

* moving loss normalization to rnnt loss config

* style

* cleaning up

* fixing sum reduction in joint

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* moving reduction into RNNT loss class

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

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

* refactoring

* typos

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Asr concat dataloader (#5108)

* forced precision

* typo

* initial commit

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typos and bugs

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* reverting conformer encoder

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* additional checks

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* adding support to CTC models as well

* reverting conformer_encoder

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typo

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

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

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

* refactoring

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

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

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

* refactoring

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* merging

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>
Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix blossom ci unittests

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

* bugfix: pybtex.database.InvalidNameString: Too many commas in author field. (#5112) (#5115)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Uppdate container version to 22.09 (#5105)

* update container version

Signed-off-by: ericharper <complex451@gmail.com>

* pin click

Signed-off-by: ericharper <complex451@gmail.com>

* pin click 8.0.2

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Remove unsupported arguments from MegatronNMT (#5065)

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* More fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* pp2 support for T5 IA3 learning and T5 Adapters learning (#5116)

* enabling pp2

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

* optimizer update

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

* T5 pp>1 support for adapters and ia3

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

* fix bug with missing adapter_tuning

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

* inference error fixed, pp=2

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Prompt Learning Fixes for Pipeline Parallel (#5120)

* Initial fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Added back validation acc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

* Put num workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added relative encoding if statament

Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>

* Added back val loss only validation

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Revert "Added back val loss only validation"

This reverts commit 86d8f4806fe30335c40c3716ce18259939df500f.

* Removed val acc for PP > 1

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Removed enc_seq_len if statement

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added back validation acc calc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Co-authored-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* add doc info (#4721)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

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

* [TTS] Add SpanishCharsTokenizer (#5135)

* [TTS] Add SpanishCharsTokenizer

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

* Update megatron interface to dialogue (#4936)

* fix style formatting

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update template to include description of intent

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes based on requests in review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add compatibility with assistant dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove dialogue_state_tracking

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update huggingface utils for dialogue

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename dialogue_state_tracking_hybrid to dialogue_state_tracking_sgdqa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix nemo/collections/nlp/models/dialogue_state_tracking_sgdqa/__init__.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add docstrings for assistant data processsor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins for SGDGEN local checkpoint

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* use local vocab file for Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* patch for Jenkins CI using local file

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add slot filling prediction and metrics

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor metrics code out of Dialogue GPT Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate backward compatible support for IntentSlotClassificationModel (bert model)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* save prediction file for IntentSlotClassification

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue gpt model training for megatron gpt

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove batch generate for HF GPT2, which causes lower performance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add few shot capability to dialogue gpt model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile and remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update code description and clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate compatibility with ZeroShotIntentModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename folder to dialogue due to increased scope and further refactor for clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* added dialogue GPT for sequence generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add CI test for DialogueGPTGenerationModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate DialogueS2SGenerationModel for generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* modify huggingface utils to support HF t5/BART models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bleu metric style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 2 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 3 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate sgd generation based on user user utterance and system slot-values to generate system utterance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add validation model saving capabilities

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* cleaned up code for SGD Based Answer extender

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue Generation CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix Jenkins CI issue"

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add support for design dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support megatron for dialogue_s2s_generation_model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce loaded samples in MSMarcoDataProcessor to 64 when cfg.model.dataset.debug_mode=True

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update checkpoint and predictions filename to include epoch number

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate HF BART MNLI into zero shot intent model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Nearest Neighbour Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor Dialogue SGD Data Processor to make interface for models cleaner

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue S2S Generation model for DialogueSGDDataProcessor interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support sgd and drive thru datasets by zero shot model and nearest neighbour model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add prediction saving code to nearest neighbour and zero shot intent models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo in sgd data processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Mellon QA Data Processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update mellon qa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py to remove outdated info

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address review comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix for cfg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* make dependency on apex optional

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* change NLPDDPluggin calling logic to make it possible to run without apex

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add first draft of tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce ms marco size by removing lines without wellFormedAnswers

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update colab tutorial link in dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* include unit test and some refactor to facilitate unit test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr issues

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove typos in dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support larger files for question answering

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary artifacts to reduce memory use

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* put 0 tensor to device

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update link within dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* restore previously delete files

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error handling when loss = nan

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update nan handling

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss func

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix type error raised in qa_dataset.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add error checking message

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exp logging

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* limit number of negative samples

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused methods and style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add more documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes base on PR review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set wandb logger falseby default

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update interface with megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update inline documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update prompt_ids

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug for megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add megatron t5 inference

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug due to bert tokenizer not being space-aware

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update IntentSlotModel onnx export test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exportable

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* improve speed of rank_candidates and support for p tuning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix megatron prompt learning saving bug

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generate_candidate method

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove repeated init text ids and invert attention masks

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* custom collate fn to remove excess padding in batch

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update complete method to mitigate issue when max seq len is low

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generation interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added save inference ready .nemo file with every checkpoint (#5055)

* Added save inference ready .nemo file with every checkpoint

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Python style fix

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* addressed Adi's comment

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added ptuning check in model checkpoint saving

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed save_nemo_on_valdaition default to False

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

* Changes global batch size of adapter CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed num workers to 0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added first stage of pipeline check

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118)

* Remove ; from jupyter notebook cells

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typos in documentation/code

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix output message to have 'or equal'

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Link formatting fixes

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Add error if max_utts is used in tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Remove max_utts parameter from tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix max_utts removal in tests

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typo if -> is

Signed-off-by: Igor Gitman <igitman@nvidia.com>

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

* Merge r1.12.0 main (#5139)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Add cherry-pick action (#4958)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate transformers requirement

Signed-off-by: ericharper <complex451@gmail.com>

* Release SOTA Lang ID model  (#5080)

* add pretrained lang id model ambernet

Signed-off-by: fayejf <fayejf07@gmail.com>

* update doc and style fix

Signed-off-by: fayejf <fayejf07@gmail.com>

Signed-off-by: fayejf <fayejf07@gmail.com>

* update branch and package info

Signed-off-by: ericharper <complex451@gmail.com>

* remove upper bounds on lightning and transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove transformers offline from ci

Signed-off-by: ericharper <complex451@gmail.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: fayejf <fayejf07@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added ASR model comparison to SDE (#5043)

SDE: Added ASR model comparison tool to SDE
transcribe speech: Added support for many predictions in one file, as well as custom field names
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix nmt eval sampler (#5154)

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Global init steps (#5143)

* move global step to base

Signed-off-by: Yi Dong <yidong@nvidia.com>

* fix fused softmax

Signed-off-by: Yi Dong <yidong@nvidia.com>

* add the missing file

Signed-off-by: Yi Dong <yidong@nvidia.com>

* update the fused kernel

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import error

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import again

Signed-off-by: Yi Dong <yidong@nvidia.com>

Signed-off-by: Yi Dong <yidong@nvidia.com>
Signed-off-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518)

* bug fix - sample rate was being ignored in vocoder dataset when not loading mel
* handled n segments for a different sampling rate than original sampling rate
* Added case for n_segments 0, warning for n_segments greater than file length

Signed-off-by: Paarth Neekhara <paarth.n@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Jocelyn <jocelynh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add EMA support to NeMo (#4764)

* Added Base files

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Some refactors, swap to using MNIST Lnet

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add a few more tests, allow the callback to be set via the exp manager

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Actually run validation for testing

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Run isort

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add test for saving state/fix saving state

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Use dummy model

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add copyright

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Support saving separate EMA weight module

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add standalone functionality/logging

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Expose more parameters

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Modify to allow option to replace validation

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add jenkins test, formatting

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add cherry-pick action (#4958) (#4961)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix changelog builder (#4962) (#4963)

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

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

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix cherry pick workflow (#4964) (#4965)

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* reorder model check (#4959) (#4967)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* check for active conda environment (#4970) (#4971)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Checkpoint averaging class fix (#4946)

* 1. Added args.class_path to provide it externally.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add ability to give seperate datasets for test, train and validation (#4798)

* Add ability to give seperate datasets for test, train and validation

* Addressed Sandeeps comments

* Addressed Sandeeps comments

* Add ability to give seperate datasets for test, train and validation

* Add ability to give seperate datasets for test, train and validation

* Addressed review comments

* Bug fix for common dataset utils

* Add CI tests

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Reformat code

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

* Bug Fix

* Bug Fix

* Update Jenkinsfile

* Addressed comments

* Addressed Eriks comments.

* Addressed Sandeep

* Update Jenkinsfile

* Update Jenkinsfile

* Update dataset_utils.py

* Update Jenkinsfile

* Update Jenkinsfile

* Use GPT CI config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix label models restoring issue from wrighted cross entropy (#4968) (#4975)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add simple pre-commit file (#4983)

* Add simple pre-commit file

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Exclude docs folder

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

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

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb.

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

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

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951)

Signed-off-by: Jin Li <liji@nvidia.com>

Signed-off-by: Jin Li <liji@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Adding speaker embedding conditioning in fastpitch (#4986)

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix ASR issues (#4984) (#4991)

* Fix ASR issues

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

* Revert fix

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

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

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix current tests

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* More test coverage

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address reviews

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

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

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop bf16 test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* remove print

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add bf16

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Jin Li <liji@nvidia.com>
Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com>
Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix BF16 test (#5162)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

* Fix errors in speaker diarization nemo docs (#5153)

* fix docs and docstrings for MSDD

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix nemo docs errors

Signed-off-by: Taejin Park <tango4j@gmail.com>

* reflected review comments

Signed-off-by: Taejin Park <tango4j@gmail.com>

Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add interleaved pipeline schedule to GPT (#5025)

* add virtual pipeline size to config

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* update for list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* add virtual to init

Signed-off-by: ericharper <complex451@gmail.com>

* update first last stage embedding all reduce

Signed-off-by: ericharper <complex451@gmail.com>

* update sequence parallel all reduce for virtual models

Signed-off-by: ericharper <complex451@gmail.com>

* runs but we get an error

Signed-off-by: ericharper <complex451@gmail.com>

* set virtual rank 0 after looping

Signed-off-by: ericharper <complex451@gmail.com>

* account for virtual when determinining first and last pipeline stages

Signed-off-by: ericharper <complex451@gmail.com>

* checkpointing for virtual models in progress

Signed-off-by: ericharper <complex451@gmail.com>

* add checkpoint hooks

Signed-off-by: ericharper <complex451@gmail.com>

* working on validation when resuming

Signed-off-by: ericharper <complex451@gmail.com>

* skip sanity val steps by default in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove comment

Signed-off-by: ericharper <complex451@gmail.com>

* log number of params

Signed-off-by: ericharper <complex451@gmail.com>

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

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

* style

Signed-off-by: ericharper <complex451@gmail.com>

* check if self.model is a list

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default size None on init

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default to None in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove ensure_divisibility call

Signed-off-by: ericharper <complex451@gmail.com>

* fix lgtm alerts

Signed-off-by: ericharper <complex451@gmail.com>

* remove num_sanity_val_steps from config

Signed-off-by: ericharper <complex451@gmail.com>

* default virtual pipeline size to none

Signed-off-by: ericharper <complex451@gmail.com>

* check for list

Signed-off-by: ericharper <complex451@gmail.com>

* update assert to make sure we are only doing virtual for gpt

Signed-off-by: ericharper <complex451@gmail.com>

* revert change to get_params_for_weight_decay

Signed-off-by: ericharper <complex451@gmail.com>

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

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

* init var

Signed-off-by: ericharper <complex451@gmail.com>

* add import guard for set virtual model parallel world size

Signed-off-by: ericharper <complex451@gmail.com>

* use import guard

Signed-off-by: ericharper <complex451@gmail.com>

* update calls to fake init in eval scripts

Signed-off-by: ericharper <complex451@gmail.com>

* add _get_fwd_bwd_function

Signed-off-by: ericharper <complex451@gmail.com>

* log all total model parameters

Signed-off-by: ericharper <complex451@gmail.com>

* remove unused import

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* reduced to 14 inactive days to be stale for PRs. (#5165)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* refactor TTS documentation organization and add new contents. (#5137)

* refactor TTS documentation organization and add new contents.
* fix asr api bug.
* fix broken links.
* fix unexpected indentation errors.
* fixed unexpected indentation.
* fixed broken paper reference.
* fixed cross-reference and typos.
* fixed toctree errors.
* revert to 'Augmentors'
* reordered TTS tutorial list in starthere.
* ordered api classes alphabetically for each Section.
* fixed underscore typo for fastpitch checkpoint.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* upcase 'Tuning'

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed typo for RAD-TTS Aligner

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* reorder aligner section after mel-gen and vocoders in models.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* clarify Mixer-TTS-X and reorder model descriptions alphabetically.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed some typos and formats.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed old megatron.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed block quote ends without a blank line warnings.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* remove duplicate reference; fixed missing key nlp-megatron-shoeybi2019megatron

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* Revert "removed old megatron.rst."

This reverts commit c5ea1dc3f23272eecfe8040e3abfa54fa122cf73.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed Russian, a hyphen, and add a note about G2P in tts/config.rst

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* added pynini installation in wfst_text_normalization.rst

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* added description of manifest key/value pairs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* add toctree in tts/intro

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* replace main branch to stable.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* add 'upcoming' for e2e systems.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* replaced main branch to stabl…
hainan-xv added a commit to hainan-xv/NeMo that referenced this pull request Dec 5, 2022
* Fix the bugs in cache-aware streaming Conformer (#5032)

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

* IA3 support for GPT and T5 (#4909)

* init commit for ia3 adater training in GPT

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

* ia3 adater training in GPT, models and adapter classes

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

* reshape to operate even on non-contiguous tensors

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

* configs

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

* fixed none init

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

* adding adapter and ia3 support for T5 based models

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

* style fix

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

* config update and t5 model adapter and ia3

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

* removed unused imports

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

* predict step for inference

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

* style fix

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

* style fix

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

* adapter inference for t5

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

* style fix

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

* fixed bug micro and global batch size in eval

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

* minor edit

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

* agressive truncation if in test examples if no truncation field is given

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

* corrected for language_model_path name changes in main

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

* removed unused import

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

* name change for language_model_path

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

* include inter_attention to IA3

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

* minor fix in confg

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

* minor fixes

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

* removed unused flag

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

* addressing PR comments

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

* address PR comments

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

* minor fix

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

* style fix

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

* CI test

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

* minor fix in jenkinsfile

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Bug fix - Limit val batches set to 1.0  (#5023)

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

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

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

* Adressed sandeep's comments

* Fixing limit val batches support in bert

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

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

* Fixing limit val batches support in bert

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

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

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [bug_fix] kv_channels is used when available (#5066)

* fix bug s.t kv_channels is used when available

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* P&C Docs (#5068) (#5069)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add spe_split_by_unicode_script arg (#5072)

* Add spe_split_by_unicode_script arg

Signed-off-by: Anas <aabouallaban@pm.me>

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

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

Signed-off-by: Anas <aabouallaban@pm.me>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* probabilites -> probabilities (#5078) (#5079)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* increase PR and Issue sweep quantity and active close PRs. (#5073)

* increase PR and Issue sweep quantity and active close PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] added missing German phoneme tokenizer. (#5070) (#5074)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* rename to match prompt leanring (#5076)

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

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061)

* Fixes to seq2seq eval

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

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

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

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Notebook bug fixes (#5084) (#5085)

* Notebook bug fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Turned nemo install back on

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* reverted notebook

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Updated one line in entity linking nb

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* update strategy in notebook from ddp_fork to dp (#5088) (#5089)

Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix bug in Squeezeformer Conv block (#5011) (#5024)

* Fix bug in Squeezeformer Conv block

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

* Fix kernel context

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

* Fix access mixin

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

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

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fixed megatron lm conversion bug (PTL related) (#5038) (#5063)

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) (#5094)

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

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

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix numba (#5098)

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

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Make it possible to specify output_filename in normalize_with_audio.py (#5092)

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

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

* Greedy decoding confidence for CTC and RNNT (#4931)

* rnnt confidence draft

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* word confidence

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* advanced entropies added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* refactoring

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* oops forgot a file

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* metrics and benchmarking script added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* style fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* texterrors installation added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* lgtm and bug fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix comments

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix typos

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* add missing import after rebase

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Add] SLURP models and examples (#4668)

* add model, util and loss

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* refactor

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

* refactor annd update

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

* update

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

* update and refactor

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

* update and refactor

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

* update and refactor

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update docs

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

* update available models

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

* update

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

* refactor data processing

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

* fix typo

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

* update docs

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

* refactor and update

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

* update doc

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

* move transformer to asr.modules

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

* move transformer to asr.modules

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

* get rid of jsonlines

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

* refactor

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

* revert changes to nlp

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

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com>
Co-authored-by: Jagadeesh Balam <4916480+jbalam-nv@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* only optimize params that are part of the adapter modules (#5086)

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Pipeline Parallel T5 Prompt Learning (#4956)

* Added pre process flag checks and pipeline parallel in fwd

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added rank check for pipeline parallel

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

* T5 prompt learning works!

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* IA3 passing CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Fixed typo

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* removed optimizer setup so Adi's change will not conflict

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] remove phonemizer.py (#5090)

remove phonemizer.py and convert code block to markdown in the tutorial.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Decoding with PP > 2 fix (#5091) (#5103)

* set sequence lenghts in the pipeline properly

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] fixed wrong val loss for epoch 0 and inconsistent metrics names (#5087) (#5102)

* fixed hifigan configs as well
* [pre-commit.ci] auto fixes from pre-commit.com hooks

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

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix and refactor consumed samples save/restore for Megatron models. (#5077)

* Fixes and refactor

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove unused imports

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* RIR corpus generator tool (#4927)

Signed-off-by: Ante Jukić <ajukic@nvidia.com>

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

* Multiprocessing fix (#5106) (#5107)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Bug fix] PC lexical + audio (#5109) (#5110)

* training running

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Fix] schedulers with no max_steps param (#4564)

* fix schedulers

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

* update to use python inspect module

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

* update

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

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 prompt learning fixes missing from r.11.0 merge (#5075) (#5101)

* Fix special tokens

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add NeMo TTS Primer Tutorial (#4933)

* [TTS] Add NeMo TTS Primer Tutorial

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

* Add Squeezeformer CTC model checkpoints on Librispeech (#5121)

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

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* adding loss normalization options to rnnt joint  (#4829)

* adding normalization options to rnnt joint loss

* moving the param to joint

* moving loss normalization to rnnt loss config

* style

* cleaning up

* fixing sum reduction in joint

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* moving reduction into RNNT loss class

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

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

* refactoring

* typos

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Asr concat dataloader (#5108)

* forced precision

* typo

* initial commit

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typos and bugs

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* reverting conformer encoder

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* additional checks

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* adding support to CTC models as well

* reverting conformer_encoder

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typo

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

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

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

* refactoring

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

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

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

* refactoring

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* merging

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>
Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix blossom ci unittests

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

* bugfix: pybtex.database.InvalidNameString: Too many commas in author field. (#5112) (#5115)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Uppdate container version to 22.09 (#5105)

* update container version

Signed-off-by: ericharper <complex451@gmail.com>

* pin click

Signed-off-by: ericharper <complex451@gmail.com>

* pin click 8.0.2

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Remove unsupported arguments from MegatronNMT (#5065)

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* More fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* pp2 support for T5 IA3 learning and T5 Adapters learning (#5116)

* enabling pp2

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

* optimizer update

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

* T5 pp>1 support for adapters and ia3

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

* fix bug with missing adapter_tuning

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

* inference error fixed, pp=2

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Prompt Learning Fixes for Pipeline Parallel (#5120)

* Initial fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Added back validation acc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

* Put num workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added relative encoding if statament

Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>

* Added back val loss only validation

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Revert "Added back val loss only validation"

This reverts commit 86d8f4806fe30335c40c3716ce18259939df500f.

* Removed val acc for PP > 1

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Removed enc_seq_len if statement

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added back validation acc calc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Co-authored-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* add doc info (#4721)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

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

* [TTS] Add SpanishCharsTokenizer (#5135)

* [TTS] Add SpanishCharsTokenizer

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

* Update megatron interface to dialogue (#4936)

* fix style formatting

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update template to include description of intent

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes based on requests in review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add compatibility with assistant dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove dialogue_state_tracking

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update huggingface utils for dialogue

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename dialogue_state_tracking_hybrid to dialogue_state_tracking_sgdqa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix nemo/collections/nlp/models/dialogue_state_tracking_sgdqa/__init__.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add docstrings for assistant data processsor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins for SGDGEN local checkpoint

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* use local vocab file for Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* patch for Jenkins CI using local file

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add slot filling prediction and metrics

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor metrics code out of Dialogue GPT Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate backward compatible support for IntentSlotClassificationModel (bert model)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* save prediction file for IntentSlotClassification

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue gpt model training for megatron gpt

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove batch generate for HF GPT2, which causes lower performance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add few shot capability to dialogue gpt model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile and remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update code description and clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate compatibility with ZeroShotIntentModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename folder to dialogue due to increased scope and further refactor for clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* added dialogue GPT for sequence generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add CI test for DialogueGPTGenerationModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate DialogueS2SGenerationModel for generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* modify huggingface utils to support HF t5/BART models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bleu metric style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 2 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 3 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate sgd generation based on user user utterance and system slot-values to generate system utterance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add validation model saving capabilities

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* cleaned up code for SGD Based Answer extender

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue Generation CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix Jenkins CI issue"

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add support for design dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support megatron for dialogue_s2s_generation_model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce loaded samples in MSMarcoDataProcessor to 64 when cfg.model.dataset.debug_mode=True

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update checkpoint and predictions filename to include epoch number

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate HF BART MNLI into zero shot intent model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Nearest Neighbour Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor Dialogue SGD Data Processor to make interface for models cleaner

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue S2S Generation model for DialogueSGDDataProcessor interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support sgd and drive thru datasets by zero shot model and nearest neighbour model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add prediction saving code to nearest neighbour and zero shot intent models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo in sgd data processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Mellon QA Data Processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update mellon qa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py to remove outdated info

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address review comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix for cfg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* make dependency on apex optional

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* change NLPDDPluggin calling logic to make it possible to run without apex

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add first draft of tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce ms marco size by removing lines without wellFormedAnswers

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update colab tutorial link in dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* include unit test and some refactor to facilitate unit test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr issues

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove typos in dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support larger files for question answering

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary artifacts to reduce memory use

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* put 0 tensor to device

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update link within dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* restore previously delete files

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error handling when loss = nan

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update nan handling

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss func

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix type error raised in qa_dataset.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add error checking message

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exp logging

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* limit number of negative samples

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused methods and style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add more documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes base on PR review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set wandb logger falseby default

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update interface with megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update inline documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update prompt_ids

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug for megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add megatron t5 inference

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug due to bert tokenizer not being space-aware

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update IntentSlotModel onnx export test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exportable

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* improve speed of rank_candidates and support for p tuning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix megatron prompt learning saving bug

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generate_candidate method

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove repeated init text ids and invert attention masks

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* custom collate fn to remove excess padding in batch

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update complete method to mitigate issue when max seq len is low

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generation interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added save inference ready .nemo file with every checkpoint (#5055)

* Added save inference ready .nemo file with every checkpoint

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Python style fix

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* addressed Adi's comment

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added ptuning check in model checkpoint saving

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed save_nemo_on_valdaition default to False

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

* Changes global batch size of adapter CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed num workers to 0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added first stage of pipeline check

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118)

* Remove ; from jupyter notebook cells

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typos in documentation/code

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix output message to have 'or equal'

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Link formatting fixes

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Add error if max_utts is used in tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Remove max_utts parameter from tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix max_utts removal in tests

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typo if -> is

Signed-off-by: Igor Gitman <igitman@nvidia.com>

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

* Merge r1.12.0 main (#5139)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Add cherry-pick action (#4958)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate transformers requirement

Signed-off-by: ericharper <complex451@gmail.com>

* Release SOTA Lang ID model  (#5080)

* add pretrained lang id model ambernet

Signed-off-by: fayejf <fayejf07@gmail.com>

* update doc and style fix

Signed-off-by: fayejf <fayejf07@gmail.com>

Signed-off-by: fayejf <fayejf07@gmail.com>

* update branch and package info

Signed-off-by: ericharper <complex451@gmail.com>

* remove upper bounds on lightning and transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove transformers offline from ci

Signed-off-by: ericharper <complex451@gmail.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: fayejf <fayejf07@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added ASR model comparison to SDE (#5043)

SDE: Added ASR model comparison tool to SDE
transcribe speech: Added support for many predictions in one file, as well as custom field names
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix nmt eval sampler (#5154)

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Global init steps (#5143)

* move global step to base

Signed-off-by: Yi Dong <yidong@nvidia.com>

* fix fused softmax

Signed-off-by: Yi Dong <yidong@nvidia.com>

* add the missing file

Signed-off-by: Yi Dong <yidong@nvidia.com>

* update the fused kernel

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import error

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import again

Signed-off-by: Yi Dong <yidong@nvidia.com>

Signed-off-by: Yi Dong <yidong@nvidia.com>
Signed-off-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518)

* bug fix - sample rate was being ignored in vocoder dataset when not loading mel
* handled n segments for a different sampling rate than original sampling rate
* Added case for n_segments 0, warning for n_segments greater than file length

Signed-off-by: Paarth Neekhara <paarth.n@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Jocelyn <jocelynh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add EMA support to NeMo (#4764)

* Added Base files

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Some refactors, swap to using MNIST Lnet

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add a few more tests, allow the callback to be set via the exp manager

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Actually run validation for testing

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Run isort

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add test for saving state/fix saving state

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Use dummy model

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add copyright

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Support saving separate EMA weight module

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add standalone functionality/logging

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Expose more parameters

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Modify to allow option to replace validation

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add jenkins test, formatting

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add cherry-pick action (#4958) (#4961)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix changelog builder (#4962) (#4963)

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

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

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix cherry pick workflow (#4964) (#4965)

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* reorder model check (#4959) (#4967)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* check for active conda environment (#4970) (#4971)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Checkpoint averaging class fix (#4946)

* 1. Added args.class_path to provide it externally.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add ability to give seperate datasets for test, train and validation (#4798)

* Add ability to give seperate datasets for test, train and validation

* Addressed Sandeeps comments

* Addressed Sandeeps comments

* Add ability to give seperate datasets for test, train and validation

* Add ability to give seperate datasets for test, train and validation

* Addressed review comments

* Bug fix for common dataset utils

* Add CI tests

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Reformat code

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

* Bug Fix

* Bug Fix

* Update Jenkinsfile

* Addressed comments

* Addressed Eriks comments.

* Addressed Sandeep

* Update Jenkinsfile

* Update Jenkinsfile

* Update dataset_utils.py

* Update Jenkinsfile

* Update Jenkinsfile

* Use GPT CI config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix label models restoring issue from wrighted cross entropy (#4968) (#4975)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add simple pre-commit file (#4983)

* Add simple pre-commit file

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Exclude docs folder

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

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

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb.

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

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

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951)

Signed-off-by: Jin Li <liji@nvidia.com>

Signed-off-by: Jin Li <liji@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Adding speaker embedding conditioning in fastpitch (#4986)

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix ASR issues (#4984) (#4991)

* Fix ASR issues

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

* Revert fix

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

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

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix current tests

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* More test coverage

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address reviews

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

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

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop bf16 test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* remove print

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add bf16

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Jin Li <liji@nvidia.com>
Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com>
Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix BF16 test (#5162)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

* Fix errors in speaker diarization nemo docs (#5153)

* fix docs and docstrings for MSDD

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix nemo docs errors

Signed-off-by: Taejin Park <tango4j@gmail.com>

* reflected review comments

Signed-off-by: Taejin Park <tango4j@gmail.com>

Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add interleaved pipeline schedule to GPT (#5025)

* add virtual pipeline size to config

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* update for list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* add virtual to init

Signed-off-by: ericharper <complex451@gmail.com>

* update first last stage embedding all reduce

Signed-off-by: ericharper <complex451@gmail.com>

* update sequence parallel all reduce for virtual models

Signed-off-by: ericharper <complex451@gmail.com>

* runs but we get an error

Signed-off-by: ericharper <complex451@gmail.com>

* set virtual rank 0 after looping

Signed-off-by: ericharper <complex451@gmail.com>

* account for virtual when determinining first and last pipeline stages

Signed-off-by: ericharper <complex451@gmail.com>

* checkpointing for virtual models in progress

Signed-off-by: ericharper <complex451@gmail.com>

* add checkpoint hooks

Signed-off-by: ericharper <complex451@gmail.com>

* working on validation when resuming

Signed-off-by: ericharper <complex451@gmail.com>

* skip sanity val steps by default in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove comment

Signed-off-by: ericharper <complex451@gmail.com>

* log number of params

Signed-off-by: ericharper <complex451@gmail.com>

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

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

* style

Signed-off-by: ericharper <complex451@gmail.com>

* check if self.model is a list

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default size None on init

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default to None in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove ensure_divisibility call

Signed-off-by: ericharper <complex451@gmail.com>

* fix lgtm alerts

Signed-off-by: ericharper <complex451@gmail.com>

* remove num_sanity_val_steps from config

Signed-off-by: ericharper <complex451@gmail.com>

* default virtual pipeline size to none

Signed-off-by: ericharper <complex451@gmail.com>

* check for list

Signed-off-by: ericharper <complex451@gmail.com>

* update assert to make sure we are only doing virtual for gpt

Signed-off-by: ericharper <complex451@gmail.com>

* revert change to get_params_for_weight_decay

Signed-off-by: ericharper <complex451@gmail.com>

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

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

* init var

Signed-off-by: ericharper <complex451@gmail.com>

* add import guard for set virtual model parallel world size

Signed-off-by: ericharper <complex451@gmail.com>

* use import guard

Signed-off-by: ericharper <complex451@gmail.com>

* update calls to fake init in eval scripts

Signed-off-by: ericharper <complex451@gmail.com>

* add _get_fwd_bwd_function

Signed-off-by: ericharper <complex451@gmail.com>

* log all total model parameters

Signed-off-by: ericharper <complex451@gmail.com>

* remove unused import

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* reduced to 14 inactive days to be stale for PRs. (#5165)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* refactor TTS documentation organization and add new contents. (#5137)

* refactor TTS documentation organization and add new contents.
* fix asr api bug.
* fix broken links.
* fix unexpected indentation errors.
* fixed unexpected indentation.
* fixed broken paper reference.
* fixed cross-reference and typos.
* fixed toctree errors.
* revert to 'Augmentors'
* reordered TTS tutorial list in starthere.
* ordered api classes alphabetically for each Section.
* fixed underscore typo for fastpitch checkpoint.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* upcase 'Tuning'

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed typo for RAD-TTS Aligner

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* reorder aligner section after mel-gen and vocoders in models.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* clarify Mixer-TTS-X and reorder model descriptions alphabetically.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed some typos and formats.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed old megatron.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed block quote ends without a blank line warnings.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* remove duplicate reference; fixed missing key nlp-megatron-shoeybi2019megatron

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* Revert "removed old megatron.rst."

This reverts commit c5ea1dc3f23272eecfe8040e3abfa54fa122cf73.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed Russian, a hyphen, and add a note about G2P in tts/config.rst

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* added pynini installation in wfst_text_normalization.rst

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* added description of manifest key/value pairs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* add toctree in tts/intro

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* replace main branch to stable.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* add 'upcoming' for e2e systems.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* replaced main branch to stabl…
andrusenkoau pushed a commit to andrusenkoau/NeMo that referenced this pull request Jan 5, 2023
* Fix the bugs in cache-aware streaming Conformer (#5032)

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

* IA3 support for GPT and T5 (#4909)

* init commit for ia3 adater training in GPT

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

* ia3 adater training in GPT, models and adapter classes

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

* reshape to operate even on non-contiguous tensors

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

* configs

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

* fixed none init

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

* adding adapter and ia3 support for T5 based models

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

* style fix

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

* config update and t5 model adapter and ia3

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

* removed unused imports

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

* predict step for inference

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

* style fix

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

* style fix

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

* adapter inference for t5

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

* style fix

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

* fixed bug micro and global batch size in eval

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

* minor edit

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

* agressive truncation if in test examples if no truncation field is given

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

* corrected for language_model_path name changes in main

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

* removed unused import

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

* name change for language_model_path

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

* include inter_attention to IA3

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

* minor fix in confg

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

* minor fixes

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

* removed unused flag

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

* addressing PR comments

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

* address PR comments

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

* minor fix

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

* style fix

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

* CI test

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

* minor fix in jenkinsfile

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Bug fix - Limit val batches set to 1.0  (#5023)

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

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

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

* Adressed sandeep's comments

* Fixing limit val batches support in bert

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

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

* Fixing limit val batches support in bert

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

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

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [bug_fix] kv_channels is used when available (#5066)

* fix bug s.t kv_channels is used when available

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* P&C Docs (#5068) (#5069)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add spe_split_by_unicode_script arg (#5072)

* Add spe_split_by_unicode_script arg

Signed-off-by: Anas <aabouallaban@pm.me>

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

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

Signed-off-by: Anas <aabouallaban@pm.me>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* probabilites -> probabilities (#5078) (#5079)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* increase PR and Issue sweep quantity and active close PRs. (#5073)

* increase PR and Issue sweep quantity and active close PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] added missing German phoneme tokenizer. (#5070) (#5074)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* rename to match prompt leanring (#5076)

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

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061)

* Fixes to seq2seq eval

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

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

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

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Notebook bug fixes (#5084) (#5085)

* Notebook bug fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Turned nemo install back on

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* reverted notebook

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Updated one line in entity linking nb

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* update strategy in notebook from ddp_fork to dp (#5088) (#5089)

Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix bug in Squeezeformer Conv block (#5011) (#5024)

* Fix bug in Squeezeformer Conv block

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

* Fix kernel context

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

* Fix access mixin

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

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

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fixed megatron lm conversion bug (PTL related) (#5038) (#5063)

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) (#5094)

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

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

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix numba (#5098)

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

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Make it possible to specify output_filename in normalize_with_audio.py (#5092)

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

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

* Greedy decoding confidence for CTC and RNNT (#4931)

* rnnt confidence draft

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* word confidence

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* advanced entropies added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* refactoring

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* oops forgot a file

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* metrics and benchmarking script added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* style fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* texterrors installation added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* lgtm and bug fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix comments

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix typos

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* add missing import after rebase

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Add] SLURP models and examples (#4668)

* add model, util and loss

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* refactor

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

* refactor annd update

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

* update

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

* update and refactor

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

* update and refactor

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

* update and refactor

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update docs

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

* update available models

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

* update

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

* refactor data processing

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

* fix typo

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

* update docs

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

* refactor and update

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

* update doc

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

* move transformer to asr.modules

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

* move transformer to asr.modules

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

* get rid of jsonlines

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

* refactor

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

* revert changes to nlp

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

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com>
Co-authored-by: Jagadeesh Balam <4916480+jbalam-nv@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* only optimize params that are part of the adapter modules (#5086)

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Pipeline Parallel T5 Prompt Learning (#4956)

* Added pre process flag checks and pipeline parallel in fwd

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added rank check for pipeline parallel

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

* T5 prompt learning works!

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* IA3 passing CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Fixed typo

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* removed optimizer setup so Adi's change will not conflict

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] remove phonemizer.py (#5090)

remove phonemizer.py and convert code block to markdown in the tutorial.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Decoding with PP > 2 fix (#5091) (#5103)

* set sequence lenghts in the pipeline properly

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] fixed wrong val loss for epoch 0 and inconsistent metrics names (#5087) (#5102)

* fixed hifigan configs as well
* [pre-commit.ci] auto fixes from pre-commit.com hooks

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

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix and refactor consumed samples save/restore for Megatron models. (#5077)

* Fixes and refactor

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove unused imports

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* RIR corpus generator tool (#4927)

Signed-off-by: Ante Jukić <ajukic@nvidia.com>

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

* Multiprocessing fix (#5106) (#5107)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Bug fix] PC lexical + audio (#5109) (#5110)

* training running

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Fix] schedulers with no max_steps param (#4564)

* fix schedulers

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

* update to use python inspect module

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

* update

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

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 prompt learning fixes missing from r.11.0 merge (#5075) (#5101)

* Fix special tokens

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add NeMo TTS Primer Tutorial (#4933)

* [TTS] Add NeMo TTS Primer Tutorial

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

* Add Squeezeformer CTC model checkpoints on Librispeech (#5121)

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

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* adding loss normalization options to rnnt joint  (#4829)

* adding normalization options to rnnt joint loss

* moving the param to joint

* moving loss normalization to rnnt loss config

* style

* cleaning up

* fixing sum reduction in joint

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* moving reduction into RNNT loss class

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

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

* refactoring

* typos

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Asr concat dataloader (#5108)

* forced precision

* typo

* initial commit

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typos and bugs

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* reverting conformer encoder

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* additional checks

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* adding support to CTC models as well

* reverting conformer_encoder

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typo

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

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

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

* refactoring

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

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

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

* refactoring

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* merging

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>
Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix blossom ci unittests

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

* bugfix: pybtex.database.InvalidNameString: Too many commas in author field. (#5112) (#5115)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Uppdate container version to 22.09 (#5105)

* update container version

Signed-off-by: ericharper <complex451@gmail.com>

* pin click

Signed-off-by: ericharper <complex451@gmail.com>

* pin click 8.0.2

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Remove unsupported arguments from MegatronNMT (#5065)

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* More fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* pp2 support for T5 IA3 learning and T5 Adapters learning (#5116)

* enabling pp2

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

* optimizer update

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

* T5 pp>1 support for adapters and ia3

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

* fix bug with missing adapter_tuning

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

* inference error fixed, pp=2

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Prompt Learning Fixes for Pipeline Parallel (#5120)

* Initial fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Added back validation acc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

* Put num workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added relative encoding if statament

Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>

* Added back val loss only validation

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Revert "Added back val loss only validation"

This reverts commit 86d8f4806fe30335c40c3716ce18259939df500f.

* Removed val acc for PP > 1

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Removed enc_seq_len if statement

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added back validation acc calc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Co-authored-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* add doc info (#4721)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

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

* [TTS] Add SpanishCharsTokenizer (#5135)

* [TTS] Add SpanishCharsTokenizer

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

* Update megatron interface to dialogue (#4936)

* fix style formatting

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update template to include description of intent

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes based on requests in review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add compatibility with assistant dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove dialogue_state_tracking

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update huggingface utils for dialogue

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename dialogue_state_tracking_hybrid to dialogue_state_tracking_sgdqa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix nemo/collections/nlp/models/dialogue_state_tracking_sgdqa/__init__.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add docstrings for assistant data processsor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins for SGDGEN local checkpoint

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* use local vocab file for Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* patch for Jenkins CI using local file

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add slot filling prediction and metrics

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor metrics code out of Dialogue GPT Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate backward compatible support for IntentSlotClassificationModel (bert model)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* save prediction file for IntentSlotClassification

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue gpt model training for megatron gpt

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove batch generate for HF GPT2, which causes lower performance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add few shot capability to dialogue gpt model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile and remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update code description and clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate compatibility with ZeroShotIntentModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename folder to dialogue due to increased scope and further refactor for clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* added dialogue GPT for sequence generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add CI test for DialogueGPTGenerationModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate DialogueS2SGenerationModel for generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* modify huggingface utils to support HF t5/BART models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bleu metric style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 2 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 3 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate sgd generation based on user user utterance and system slot-values to generate system utterance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add validation model saving capabilities

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* cleaned up code for SGD Based Answer extender

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue Generation CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix Jenkins CI issue"

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add support for design dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support megatron for dialogue_s2s_generation_model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce loaded samples in MSMarcoDataProcessor to 64 when cfg.model.dataset.debug_mode=True

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update checkpoint and predictions filename to include epoch number

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate HF BART MNLI into zero shot intent model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Nearest Neighbour Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor Dialogue SGD Data Processor to make interface for models cleaner

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue S2S Generation model for DialogueSGDDataProcessor interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support sgd and drive thru datasets by zero shot model and nearest neighbour model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add prediction saving code to nearest neighbour and zero shot intent models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo in sgd data processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Mellon QA Data Processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update mellon qa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py to remove outdated info

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address review comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix for cfg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* make dependency on apex optional

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* change NLPDDPluggin calling logic to make it possible to run without apex

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add first draft of tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce ms marco size by removing lines without wellFormedAnswers

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update colab tutorial link in dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* include unit test and some refactor to facilitate unit test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr issues

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove typos in dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support larger files for question answering

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary artifacts to reduce memory use

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* put 0 tensor to device

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update link within dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* restore previously delete files

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error handling when loss = nan

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update nan handling

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss func

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix type error raised in qa_dataset.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add error checking message

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exp logging

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* limit number of negative samples

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused methods and style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add more documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes base on PR review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set wandb logger falseby default

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update interface with megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update inline documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update prompt_ids

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug for megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add megatron t5 inference

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug due to bert tokenizer not being space-aware

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update IntentSlotModel onnx export test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exportable

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* improve speed of rank_candidates and support for p tuning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix megatron prompt learning saving bug

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generate_candidate method

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove repeated init text ids and invert attention masks

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* custom collate fn to remove excess padding in batch

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update complete method to mitigate issue when max seq len is low

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generation interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added save inference ready .nemo file with every checkpoint (#5055)

* Added save inference ready .nemo file with every checkpoint

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Python style fix

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* addressed Adi's comment

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added ptuning check in model checkpoint saving

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed save_nemo_on_valdaition default to False

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

* Changes global batch size of adapter CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed num workers to 0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added first stage of pipeline check

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118)

* Remove ; from jupyter notebook cells

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typos in documentation/code

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix output message to have 'or equal'

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Link formatting fixes

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Add error if max_utts is used in tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Remove max_utts parameter from tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix max_utts removal in tests

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typo if -> is

Signed-off-by: Igor Gitman <igitman@nvidia.com>

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

* Merge r1.12.0 main (#5139)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Add cherry-pick action (#4958)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate transformers requirement

Signed-off-by: ericharper <complex451@gmail.com>

* Release SOTA Lang ID model  (#5080)

* add pretrained lang id model ambernet

Signed-off-by: fayejf <fayejf07@gmail.com>

* update doc and style fix

Signed-off-by: fayejf <fayejf07@gmail.com>

Signed-off-by: fayejf <fayejf07@gmail.com>

* update branch and package info

Signed-off-by: ericharper <complex451@gmail.com>

* remove upper bounds on lightning and transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove transformers offline from ci

Signed-off-by: ericharper <complex451@gmail.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: fayejf <fayejf07@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added ASR model comparison to SDE (#5043)

SDE: Added ASR model comparison tool to SDE
transcribe speech: Added support for many predictions in one file, as well as custom field names
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix nmt eval sampler (#5154)

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Global init steps (#5143)

* move global step to base

Signed-off-by: Yi Dong <yidong@nvidia.com>

* fix fused softmax

Signed-off-by: Yi Dong <yidong@nvidia.com>

* add the missing file

Signed-off-by: Yi Dong <yidong@nvidia.com>

* update the fused kernel

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import error

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import again

Signed-off-by: Yi Dong <yidong@nvidia.com>

Signed-off-by: Yi Dong <yidong@nvidia.com>
Signed-off-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518)

* bug fix - sample rate was being ignored in vocoder dataset when not loading mel
* handled n segments for a different sampling rate than original sampling rate
* Added case for n_segments 0, warning for n_segments greater than file length

Signed-off-by: Paarth Neekhara <paarth.n@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Jocelyn <jocelynh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add EMA support to NeMo (#4764)

* Added Base files

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Some refactors, swap to using MNIST Lnet

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add a few more tests, allow the callback to be set via the exp manager

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Actually run validation for testing

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Run isort

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add test for saving state/fix saving state

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Use dummy model

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add copyright

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Support saving separate EMA weight module

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add standalone functionality/logging

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Expose more parameters

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Modify to allow option to replace validation

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add jenkins test, formatting

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add cherry-pick action (#4958) (#4961)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix changelog builder (#4962) (#4963)

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

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

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix cherry pick workflow (#4964) (#4965)

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* reorder model check (#4959) (#4967)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* check for active conda environment (#4970) (#4971)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Checkpoint averaging class fix (#4946)

* 1. Added args.class_path to provide it externally.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add ability to give seperate datasets for test, train and validation (#4798)

* Add ability to give seperate datasets for test, train and validation

* Addressed Sandeeps comments

* Addressed Sandeeps comments

* Add ability to give seperate datasets for test, train and validation

* Add ability to give seperate datasets for test, train and validation

* Addressed review comments

* Bug fix for common dataset utils

* Add CI tests

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Reformat code

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

* Bug Fix

* Bug Fix

* Update Jenkinsfile

* Addressed comments

* Addressed Eriks comments.

* Addressed Sandeep

* Update Jenkinsfile

* Update Jenkinsfile

* Update dataset_utils.py

* Update Jenkinsfile

* Update Jenkinsfile

* Use GPT CI config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix label models restoring issue from wrighted cross entropy (#4968) (#4975)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add simple pre-commit file (#4983)

* Add simple pre-commit file

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Exclude docs folder

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

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

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb.

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

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

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951)

Signed-off-by: Jin Li <liji@nvidia.com>

Signed-off-by: Jin Li <liji@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Adding speaker embedding conditioning in fastpitch (#4986)

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix ASR issues (#4984) (#4991)

* Fix ASR issues

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

* Revert fix

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

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

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix current tests

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* More test coverage

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address reviews

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

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

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop bf16 test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* remove print

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add bf16

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Jin Li <liji@nvidia.com>
Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com>
Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix BF16 test (#5162)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

* Fix errors in speaker diarization nemo docs (#5153)

* fix docs and docstrings for MSDD

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix nemo docs errors

Signed-off-by: Taejin Park <tango4j@gmail.com>

* reflected review comments

Signed-off-by: Taejin Park <tango4j@gmail.com>

Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add interleaved pipeline schedule to GPT (#5025)

* add virtual pipeline size to config

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* update for list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* add virtual to init

Signed-off-by: ericharper <complex451@gmail.com>

* update first last stage embedding all reduce

Signed-off-by: ericharper <complex451@gmail.com>

* update sequence parallel all reduce for virtual models

Signed-off-by: ericharper <complex451@gmail.com>

* runs but we get an error

Signed-off-by: ericharper <complex451@gmail.com>

* set virtual rank 0 after looping

Signed-off-by: ericharper <complex451@gmail.com>

* account for virtual when determinining first and last pipeline stages

Signed-off-by: ericharper <complex451@gmail.com>

* checkpointing for virtual models in progress

Signed-off-by: ericharper <complex451@gmail.com>

* add checkpoint hooks

Signed-off-by: ericharper <complex451@gmail.com>

* working on validation when resuming

Signed-off-by: ericharper <complex451@gmail.com>

* skip sanity val steps by default in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove comment

Signed-off-by: ericharper <complex451@gmail.com>

* log number of params

Signed-off-by: ericharper <complex451@gmail.com>

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

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

* style

Signed-off-by: ericharper <complex451@gmail.com>

* check if self.model is a list

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default size None on init

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default to None in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove ensure_divisibility call

Signed-off-by: ericharper <complex451@gmail.com>

* fix lgtm alerts

Signed-off-by: ericharper <complex451@gmail.com>

* remove num_sanity_val_steps from config

Signed-off-by: ericharper <complex451@gmail.com>

* default virtual pipeline size to none

Signed-off-by: ericharper <complex451@gmail.com>

* check for list

Signed-off-by: ericharper <complex451@gmail.com>

* update assert to make sure we are only doing virtual for gpt

Signed-off-by: ericharper <complex451@gmail.com>

* revert change to get_params_for_weight_decay

Signed-off-by: ericharper <complex451@gmail.com>

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

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

* init var

Signed-off-by: ericharper <complex451@gmail.com>

* add import guard for set virtual model parallel world size

Signed-off-by: ericharper <complex451@gmail.com>

* use import guard

Signed-off-by: ericharper <complex451@gmail.com>

* update calls to fake init in eval scripts

Signed-off-by: ericharper <complex451@gmail.com>

* add _get_fwd_bwd_function

Signed-off-by: ericharper <complex451@gmail.com>

* log all total model parameters

Signed-off-by: ericharper <complex451@gmail.com>

* remove unused import

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* reduced to 14 inactive days to be stale for PRs. (#5165)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* refactor TTS documentation organization and add new contents. (#5137)

* refactor TTS documentation organization and add new contents.
* fix asr api bug.
* fix broken links.
* fix unexpected indentation errors.
* fixed unexpected indentation.
* fixed broken paper reference.
* fixed cross-reference and typos.
* fixed toctree errors.
* revert to 'Augmentors'
* reordered TTS tutorial list in starthere.
* ordered api classes alphabetically for each Section.
* fixed underscore typo for fastpitch checkpoint.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* upcase 'Tuning'

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed typo for RAD-TTS Aligner

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* reorder aligner section after mel-gen and vocoders in models.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* clarify Mixer-TTS-X and reorder model descriptions alphabetically.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed some typos and formats.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed old megatron.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed block quote ends without a blank line warnings.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* remove duplicate reference; fixed missing key nlp-megatron-shoeybi2019megatron

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* Revert "removed old megatron.rst."

This reverts commit c5ea1dc3f23272eecfe8040e3abfa54fa122cf73.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed Russian, a hyphen, and add a note about G2P in tts/config.rst

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* added pynini installation in wfst_text_normalization.rst

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* added description of manifest key/value pairs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* add toctree in tts/intro

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* replace main branch to stable.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* add 'upcoming' for e2e systems.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* replaced main branch to stabl…
@arendu arendu deleted the adithyare/ia3_t5_kv_channel branch February 21, 2023 23:05
titu1994 added a commit to titu1994/NeMo that referenced this pull request Mar 24, 2023
* Fix the bugs in cache-aware streaming Conformer (#5032)

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

* IA3 support for GPT and T5 (#4909)

* init commit for ia3 adater training in GPT

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

* ia3 adater training in GPT, models and adapter classes

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

* reshape to operate even on non-contiguous tensors

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

* configs

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

* fixed none init

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

* adding adapter and ia3 support for T5 based models

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

* style fix

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

* config update and t5 model adapter and ia3

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

* removed unused imports

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

* predict step for inference

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

* style fix

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

* style fix

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

* adapter inference for t5

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

* style fix

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

* fixed bug micro and global batch size in eval

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

* minor edit

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

* agressive truncation if in test examples if no truncation field is given

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

* corrected for language_model_path name changes in main

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

* removed unused import

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

* name change for language_model_path

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

* include inter_attention to IA3

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

* minor fix in confg

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

* minor fixes

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

* removed unused flag

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

* addressing PR comments

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

* address PR comments

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

* minor fix

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

* style fix

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

* CI test

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

* minor fix in jenkinsfile

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Bug fix - Limit val batches set to 1.0  (#5023)

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

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

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

* Adressed sandeep's comments

* Fixing limit val batches support in bert

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

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

* Fixing limit val batches support in bert

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

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

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [bug_fix] kv_channels is used when available (#5066)

* fix bug s.t kv_channels is used when available

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* P&C Docs (#5068) (#5069)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add spe_split_by_unicode_script arg (#5072)

* Add spe_split_by_unicode_script arg

Signed-off-by: Anas <aabouallaban@pm.me>

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

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

Signed-off-by: Anas <aabouallaban@pm.me>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* probabilites -> probabilities (#5078) (#5079)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* increase PR and Issue sweep quantity and active close PRs. (#5073)

* increase PR and Issue sweep quantity and active close PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] added missing German phoneme tokenizer. (#5070) (#5074)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* rename to match prompt leanring (#5076)

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

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061)

* Fixes to seq2seq eval

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

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

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

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Notebook bug fixes (#5084) (#5085)

* Notebook bug fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Turned nemo install back on

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* reverted notebook

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Updated one line in entity linking nb

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* update strategy in notebook from ddp_fork to dp (#5088) (#5089)

Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix bug in Squeezeformer Conv block (#5011) (#5024)

* Fix bug in Squeezeformer Conv block

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

* Fix kernel context

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

* Fix access mixin

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

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

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fixed megatron lm conversion bug (PTL related) (#5038) (#5063)

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) (#5094)

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

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

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix numba (#5098)

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

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Make it possible to specify output_filename in normalize_with_audio.py (#5092)

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

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

* Greedy decoding confidence for CTC and RNNT (#4931)

* rnnt confidence draft

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* word confidence

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* advanced entropies added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* refactoring

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* oops forgot a file

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* metrics and benchmarking script added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* style fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* texterrors installation added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* lgtm and bug fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix comments

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix typos

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* add missing import after rebase

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Add] SLURP models and examples (#4668)

* add model, util and loss

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* refactor

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

* refactor annd update

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

* update

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

* update and refactor

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

* update and refactor

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

* update and refactor

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update docs

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

* update available models

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

* update

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

* refactor data processing

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

* fix typo

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

* update docs

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

* refactor and update

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

* update doc

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

* move transformer to asr.modules

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

* move transformer to asr.modules

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

* get rid of jsonlines

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

* refactor

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

* revert changes to nlp

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

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com>
Co-authored-by: Jagadeesh Balam <4916480+jbalam-nv@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* only optimize params that are part of the adapter modules (#5086)

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Pipeline Parallel T5 Prompt Learning (#4956)

* Added pre process flag checks and pipeline parallel in fwd

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added rank check for pipeline parallel

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

* T5 prompt learning works!

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* IA3 passing CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Fixed typo

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* removed optimizer setup so Adi's change will not conflict

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] remove phonemizer.py (#5090)

remove phonemizer.py and convert code block to markdown in the tutorial.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Decoding with PP > 2 fix (#5091) (#5103)

* set sequence lenghts in the pipeline properly

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] fixed wrong val loss for epoch 0 and inconsistent metrics names (#5087) (#5102)

* fixed hifigan configs as well
* [pre-commit.ci] auto fixes from pre-commit.com hooks

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

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix and refactor consumed samples save/restore for Megatron models. (#5077)

* Fixes and refactor

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove unused imports

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* RIR corpus generator tool (#4927)

Signed-off-by: Ante Jukić <ajukic@nvidia.com>

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

* Multiprocessing fix (#5106) (#5107)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Bug fix] PC lexical + audio (#5109) (#5110)

* training running

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Fix] schedulers with no max_steps param (#4564)

* fix schedulers

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

* update to use python inspect module

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

* update

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

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 prompt learning fixes missing from r.11.0 merge (#5075) (#5101)

* Fix special tokens

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add NeMo TTS Primer Tutorial (#4933)

* [TTS] Add NeMo TTS Primer Tutorial

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

* Add Squeezeformer CTC model checkpoints on Librispeech (#5121)

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

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* adding loss normalization options to rnnt joint  (#4829)

* adding normalization options to rnnt joint loss

* moving the param to joint

* moving loss normalization to rnnt loss config

* style

* cleaning up

* fixing sum reduction in joint

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* moving reduction into RNNT loss class

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

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

* refactoring

* typos

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Asr concat dataloader (#5108)

* forced precision

* typo

* initial commit

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typos and bugs

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* reverting conformer encoder

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* additional checks

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* adding support to CTC models as well

* reverting conformer_encoder

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typo

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

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

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

* refactoring

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

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

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

* refactoring

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* merging

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>
Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix blossom ci unittests

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

* bugfix: pybtex.database.InvalidNameString: Too many commas in author field. (#5112) (#5115)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Uppdate container version to 22.09 (#5105)

* update container version

Signed-off-by: ericharper <complex451@gmail.com>

* pin click

Signed-off-by: ericharper <complex451@gmail.com>

* pin click 8.0.2

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Remove unsupported arguments from MegatronNMT (#5065)

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* More fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* pp2 support for T5 IA3 learning and T5 Adapters learning (#5116)

* enabling pp2

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

* optimizer update

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

* T5 pp>1 support for adapters and ia3

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

* fix bug with missing adapter_tuning

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

* inference error fixed, pp=2

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Prompt Learning Fixes for Pipeline Parallel (#5120)

* Initial fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Added back validation acc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

* Put num workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added relative encoding if statament

Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>

* Added back val loss only validation

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Revert "Added back val loss only validation"

This reverts commit 86d8f4806fe30335c40c3716ce18259939df500f.

* Removed val acc for PP > 1

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Removed enc_seq_len if statement

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added back validation acc calc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Co-authored-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* add doc info (#4721)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

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

* [TTS] Add SpanishCharsTokenizer (#5135)

* [TTS] Add SpanishCharsTokenizer

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

* Update megatron interface to dialogue (#4936)

* fix style formatting

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update template to include description of intent

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes based on requests in review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add compatibility with assistant dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove dialogue_state_tracking

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update huggingface utils for dialogue

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename dialogue_state_tracking_hybrid to dialogue_state_tracking_sgdqa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix nemo/collections/nlp/models/dialogue_state_tracking_sgdqa/__init__.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add docstrings for assistant data processsor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins for SGDGEN local checkpoint

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* use local vocab file for Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* patch for Jenkins CI using local file

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add slot filling prediction and metrics

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor metrics code out of Dialogue GPT Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate backward compatible support for IntentSlotClassificationModel (bert model)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* save prediction file for IntentSlotClassification

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue gpt model training for megatron gpt

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove batch generate for HF GPT2, which causes lower performance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add few shot capability to dialogue gpt model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile and remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update code description and clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate compatibility with ZeroShotIntentModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename folder to dialogue due to increased scope and further refactor for clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* added dialogue GPT for sequence generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add CI test for DialogueGPTGenerationModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate DialogueS2SGenerationModel for generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* modify huggingface utils to support HF t5/BART models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bleu metric style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 2 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 3 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate sgd generation based on user user utterance and system slot-values to generate system utterance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add validation model saving capabilities

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* cleaned up code for SGD Based Answer extender

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue Generation CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix Jenkins CI issue"

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add support for design dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support megatron for dialogue_s2s_generation_model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce loaded samples in MSMarcoDataProcessor to 64 when cfg.model.dataset.debug_mode=True

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update checkpoint and predictions filename to include epoch number

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate HF BART MNLI into zero shot intent model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Nearest Neighbour Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor Dialogue SGD Data Processor to make interface for models cleaner

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue S2S Generation model for DialogueSGDDataProcessor interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support sgd and drive thru datasets by zero shot model and nearest neighbour model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add prediction saving code to nearest neighbour and zero shot intent models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo in sgd data processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Mellon QA Data Processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update mellon qa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py to remove outdated info

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address review comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix for cfg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* make dependency on apex optional

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* change NLPDDPluggin calling logic to make it possible to run without apex

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add first draft of tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce ms marco size by removing lines without wellFormedAnswers

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update colab tutorial link in dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* include unit test and some refactor to facilitate unit test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr issues

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove typos in dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support larger files for question answering

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary artifacts to reduce memory use

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* put 0 tensor to device

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update link within dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* restore previously delete files

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error handling when loss = nan

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update nan handling

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss func

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix type error raised in qa_dataset.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add error checking message

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exp logging

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* limit number of negative samples

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused methods and style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add more documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes base on PR review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set wandb logger falseby default

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update interface with megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update inline documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update prompt_ids

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug for megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add megatron t5 inference

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug due to bert tokenizer not being space-aware

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update IntentSlotModel onnx export test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exportable

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* improve speed of rank_candidates and support for p tuning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix megatron prompt learning saving bug

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generate_candidate method

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove repeated init text ids and invert attention masks

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* custom collate fn to remove excess padding in batch

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update complete method to mitigate issue when max seq len is low

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generation interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added save inference ready .nemo file with every checkpoint (#5055)

* Added save inference ready .nemo file with every checkpoint

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Python style fix

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* addressed Adi's comment

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added ptuning check in model checkpoint saving

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed save_nemo_on_valdaition default to False

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

* Changes global batch size of adapter CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed num workers to 0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added first stage of pipeline check

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118)

* Remove ; from jupyter notebook cells

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typos in documentation/code

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix output message to have 'or equal'

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Link formatting fixes

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Add error if max_utts is used in tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Remove max_utts parameter from tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix max_utts removal in tests

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typo if -> is

Signed-off-by: Igor Gitman <igitman@nvidia.com>

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

* Merge r1.12.0 main (#5139)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Add cherry-pick action (#4958)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate transformers requirement

Signed-off-by: ericharper <complex451@gmail.com>

* Release SOTA Lang ID model  (#5080)

* add pretrained lang id model ambernet

Signed-off-by: fayejf <fayejf07@gmail.com>

* update doc and style fix

Signed-off-by: fayejf <fayejf07@gmail.com>

Signed-off-by: fayejf <fayejf07@gmail.com>

* update branch and package info

Signed-off-by: ericharper <complex451@gmail.com>

* remove upper bounds on lightning and transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove transformers offline from ci

Signed-off-by: ericharper <complex451@gmail.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: fayejf <fayejf07@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added ASR model comparison to SDE (#5043)

SDE: Added ASR model comparison tool to SDE
transcribe speech: Added support for many predictions in one file, as well as custom field names
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix nmt eval sampler (#5154)

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Global init steps (#5143)

* move global step to base

Signed-off-by: Yi Dong <yidong@nvidia.com>

* fix fused softmax

Signed-off-by: Yi Dong <yidong@nvidia.com>

* add the missing file

Signed-off-by: Yi Dong <yidong@nvidia.com>

* update the fused kernel

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import error

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import again

Signed-off-by: Yi Dong <yidong@nvidia.com>

Signed-off-by: Yi Dong <yidong@nvidia.com>
Signed-off-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518)

* bug fix - sample rate was being ignored in vocoder dataset when not loading mel
* handled n segments for a different sampling rate than original sampling rate
* Added case for n_segments 0, warning for n_segments greater than file length

Signed-off-by: Paarth Neekhara <paarth.n@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Jocelyn <jocelynh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add EMA support to NeMo (#4764)

* Added Base files

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Some refactors, swap to using MNIST Lnet

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add a few more tests, allow the callback to be set via the exp manager

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Actually run validation for testing

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Run isort

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add test for saving state/fix saving state

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Use dummy model

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add copyright

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Support saving separate EMA weight module

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add standalone functionality/logging

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Expose more parameters

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Modify to allow option to replace validation

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add jenkins test, formatting

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add cherry-pick action (#4958) (#4961)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix changelog builder (#4962) (#4963)

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

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

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix cherry pick workflow (#4964) (#4965)

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* reorder model check (#4959) (#4967)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* check for active conda environment (#4970) (#4971)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Checkpoint averaging class fix (#4946)

* 1. Added args.class_path to provide it externally.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add ability to give seperate datasets for test, train and validation (#4798)

* Add ability to give seperate datasets for test, train and validation

* Addressed Sandeeps comments

* Addressed Sandeeps comments

* Add ability to give seperate datasets for test, train and validation

* Add ability to give seperate datasets for test, train and validation

* Addressed review comments

* Bug fix for common dataset utils

* Add CI tests

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Reformat code

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

* Bug Fix

* Bug Fix

* Update Jenkinsfile

* Addressed comments

* Addressed Eriks comments.

* Addressed Sandeep

* Update Jenkinsfile

* Update Jenkinsfile

* Update dataset_utils.py

* Update Jenkinsfile

* Update Jenkinsfile

* Use GPT CI config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix label models restoring issue from wrighted cross entropy (#4968) (#4975)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add simple pre-commit file (#4983)

* Add simple pre-commit file

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Exclude docs folder

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

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

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb.

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

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

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951)

Signed-off-by: Jin Li <liji@nvidia.com>

Signed-off-by: Jin Li <liji@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Adding speaker embedding conditioning in fastpitch (#4986)

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix ASR issues (#4984) (#4991)

* Fix ASR issues

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

* Revert fix

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

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

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix current tests

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* More test coverage

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address reviews

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

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

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop bf16 test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* remove print

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add bf16

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Jin Li <liji@nvidia.com>
Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com>
Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix BF16 test (#5162)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

* Fix errors in speaker diarization nemo docs (#5153)

* fix docs and docstrings for MSDD

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix nemo docs errors

Signed-off-by: Taejin Park <tango4j@gmail.com>

* reflected review comments

Signed-off-by: Taejin Park <tango4j@gmail.com>

Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add interleaved pipeline schedule to GPT (#5025)

* add virtual pipeline size to config

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* update for list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* add virtual to init

Signed-off-by: ericharper <complex451@gmail.com>

* update first last stage embedding all reduce

Signed-off-by: ericharper <complex451@gmail.com>

* update sequence parallel all reduce for virtual models

Signed-off-by: ericharper <complex451@gmail.com>

* runs but we get an error

Signed-off-by: ericharper <complex451@gmail.com>

* set virtual rank 0 after looping

Signed-off-by: ericharper <complex451@gmail.com>

* account for virtual when determinining first and last pipeline stages

Signed-off-by: ericharper <complex451@gmail.com>

* checkpointing for virtual models in progress

Signed-off-by: ericharper <complex451@gmail.com>

* add checkpoint hooks

Signed-off-by: ericharper <complex451@gmail.com>

* working on validation when resuming

Signed-off-by: ericharper <complex451@gmail.com>

* skip sanity val steps by default in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove comment

Signed-off-by: ericharper <complex451@gmail.com>

* log number of params

Signed-off-by: ericharper <complex451@gmail.com>

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

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

* style

Signed-off-by: ericharper <complex451@gmail.com>

* check if self.model is a list

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default size None on init

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default to None in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove ensure_divisibility call

Signed-off-by: ericharper <complex451@gmail.com>

* fix lgtm alerts

Signed-off-by: ericharper <complex451@gmail.com>

* remove num_sanity_val_steps from config

Signed-off-by: ericharper <complex451@gmail.com>

* default virtual pipeline size to none

Signed-off-by: ericharper <complex451@gmail.com>

* check for list

Signed-off-by: ericharper <complex451@gmail.com>

* update assert to make sure we are only doing virtual for gpt

Signed-off-by: ericharper <complex451@gmail.com>

* revert change to get_params_for_weight_decay

Signed-off-by: ericharper <complex451@gmail.com>

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

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

* init var

Signed-off-by: ericharper <complex451@gmail.com>

* add import guard for set virtual model parallel world size

Signed-off-by: ericharper <complex451@gmail.com>

* use import guard

Signed-off-by: ericharper <complex451@gmail.com>

* update calls to fake init in eval scripts

Signed-off-by: ericharper <complex451@gmail.com>

* add _get_fwd_bwd_function

Signed-off-by: ericharper <complex451@gmail.com>

* log all total model parameters

Signed-off-by: ericharper <complex451@gmail.com>

* remove unused import

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* reduced to 14 inactive days to be stale for PRs. (#5165)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* refactor TTS documentation organization and add new contents. (#5137)

* refactor TTS documentation organization and add new contents.
* fix asr api bug.
* fix broken links.
* fix unexpected indentation errors.
* fixed unexpected indentation.
* fixed broken paper reference.
* fixed cross-reference and typos.
* fixed toctree errors.
* revert to 'Augmentors'
* reordered TTS tutorial list in starthere.
* ordered api classes alphabetically for each Section.
* fixed underscore typo for fastpitch checkpoint.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* upcase 'Tuning'

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed typo for RAD-TTS Aligner

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* reorder aligner section after mel-gen and vocoders in models.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* clarify Mixer-TTS-X and reorder model descriptions alphabetically.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed some typos and formats.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed old megatron.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed block quote ends without a blank line warnings.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* remove duplicate reference; fixed missing key nlp-megatron-shoeybi2019megatron

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* Revert "removed old megatron.rst."

This reverts commit c5ea1dc3f23272eecfe8040e3abfa54fa122cf73.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed Russian, a hyphen, and add a note about G2P in tts/config.rst

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* added pynini installation in wfst_text_normalization.rst

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* added description of manifest key/value pairs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* add toctree in tts/intro

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* replace main branch to stable.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* add 'upcoming' for e2e systems.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* replaced main branch to stabl…
titu1994 added a commit to titu1994/NeMo that referenced this pull request Jul 7, 2023
* Fix the bugs in cache-aware streaming Conformer (#5032)

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

* IA3 support for GPT and T5 (#4909)

* init commit for ia3 adater training in GPT

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

* ia3 adater training in GPT, models and adapter classes

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

* reshape to operate even on non-contiguous tensors

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

* configs

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

* fixed none init

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

* adding adapter and ia3 support for T5 based models

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

* style fix

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

* config update and t5 model adapter and ia3

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

* removed unused imports

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

* predict step for inference

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

* style fix

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

* style fix

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

* adapter inference for t5

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

* style fix

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

* fixed bug micro and global batch size in eval

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

* minor edit

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

* agressive truncation if in test examples if no truncation field is given

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

* corrected for language_model_path name changes in main

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

* removed unused import

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

* name change for language_model_path

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

* include inter_attention to IA3

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

* minor fix in confg

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

* minor fixes

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

* removed unused flag

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

* addressing PR comments

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

* address PR comments

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

* minor fix

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

* style fix

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

* CI test

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

* minor fix in jenkinsfile

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Bug fix - Limit val batches set to 1.0  (#5023)

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

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

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

* Adressed sandeep's comments

* Fixing limit val batches support in bert

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

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

* Fixing limit val batches support in bert

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

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

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [bug_fix] kv_channels is used when available (#5066)

* fix bug s.t kv_channels is used when available

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* P&C Docs (#5068) (#5069)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add spe_split_by_unicode_script arg (#5072)

* Add spe_split_by_unicode_script arg

Signed-off-by: Anas <aabouallaban@pm.me>

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

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

Signed-off-by: Anas <aabouallaban@pm.me>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* probabilites -> probabilities (#5078) (#5079)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* increase PR and Issue sweep quantity and active close PRs. (#5073)

* increase PR and Issue sweep quantity and active close PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] added missing German phoneme tokenizer. (#5070) (#5074)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* rename to match prompt leanring (#5076)

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

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061)

* Fixes to seq2seq eval

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

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

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

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Notebook bug fixes (#5084) (#5085)

* Notebook bug fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Turned nemo install back on

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* reverted notebook

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Updated one line in entity linking nb

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* update strategy in notebook from ddp_fork to dp (#5088) (#5089)

Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix bug in Squeezeformer Conv block (#5011) (#5024)

* Fix bug in Squeezeformer Conv block

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

* Fix kernel context

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

* Fix access mixin

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

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

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fixed megatron lm conversion bug (PTL related) (#5038) (#5063)

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) (#5094)

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

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

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix numba (#5098)

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

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Make it possible to specify output_filename in normalize_with_audio.py (#5092)

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

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

* Greedy decoding confidence for CTC and RNNT (#4931)

* rnnt confidence draft

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* word confidence

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* advanced entropies added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* refactoring

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* oops forgot a file

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* metrics and benchmarking script added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* style fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* texterrors installation added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* lgtm and bug fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix comments

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix typos

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* add missing import after rebase

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Add] SLURP models and examples (#4668)

* add model, util and loss

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* refactor

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

* refactor annd update

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

* update

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

* update and refactor

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

* update and refactor

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

* update and refactor

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update

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

* update docs

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

* update available models

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

* update

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

* refactor data processing

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

* fix typo

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

* update docs

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

* refactor and update

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

* update doc

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

* move transformer to asr.modules

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

* move transformer to asr.modules

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

* get rid of jsonlines

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

* refactor

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

* revert changes to nlp

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

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com>
Co-authored-by: Jagadeesh Balam <4916480+jbalam-nv@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* only optimize params that are part of the adapter modules (#5086)

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Pipeline Parallel T5 Prompt Learning (#4956)

* Added pre process flag checks and pipeline parallel in fwd

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added rank check for pipeline parallel

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

* T5 prompt learning works!

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* IA3 passing CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Fixed typo

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* removed optimizer setup so Adi's change will not conflict

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] remove phonemizer.py (#5090)

remove phonemizer.py and convert code block to markdown in the tutorial.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Decoding with PP > 2 fix (#5091) (#5103)

* set sequence lenghts in the pipeline properly

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] fixed wrong val loss for epoch 0 and inconsistent metrics names (#5087) (#5102)

* fixed hifigan configs as well
* [pre-commit.ci] auto fixes from pre-commit.com hooks

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

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix and refactor consumed samples save/restore for Megatron models. (#5077)

* Fixes and refactor

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove unused imports

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* RIR corpus generator tool (#4927)

Signed-off-by: Ante Jukić <ajukic@nvidia.com>

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

* Multiprocessing fix (#5106) (#5107)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Bug fix] PC lexical + audio (#5109) (#5110)

* training running

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Fix] schedulers with no max_steps param (#4564)

* fix schedulers

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

* update to use python inspect module

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

* update

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

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 prompt learning fixes missing from r.11.0 merge (#5075) (#5101)

* Fix special tokens

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add NeMo TTS Primer Tutorial (#4933)

* [TTS] Add NeMo TTS Primer Tutorial

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

* Add Squeezeformer CTC model checkpoints on Librispeech (#5121)

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

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* adding loss normalization options to rnnt joint  (#4829)

* adding normalization options to rnnt joint loss

* moving the param to joint

* moving loss normalization to rnnt loss config

* style

* cleaning up

* fixing sum reduction in joint

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* moving reduction into RNNT loss class

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

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

* refactoring

* typos

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Asr concat dataloader (#5108)

* forced precision

* typo

* initial commit

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typos and bugs

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* reverting conformer encoder

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* additional checks

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* adding support to CTC models as well

* reverting conformer_encoder

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typo

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

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

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

* refactoring

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

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

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

* refactoring

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* merging

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>
Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix blossom ci unittests

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

* bugfix: pybtex.database.InvalidNameString: Too many commas in author field. (#5112) (#5115)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Uppdate container version to 22.09 (#5105)

* update container version

Signed-off-by: ericharper <complex451@gmail.com>

* pin click

Signed-off-by: ericharper <complex451@gmail.com>

* pin click 8.0.2

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Remove unsupported arguments from MegatronNMT (#5065)

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* More fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* pp2 support for T5 IA3 learning and T5 Adapters learning (#5116)

* enabling pp2

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

* optimizer update

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

* T5 pp>1 support for adapters and ia3

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

* fix bug with missing adapter_tuning

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

* inference error fixed, pp=2

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Prompt Learning Fixes for Pipeline Parallel (#5120)

* Initial fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Added back validation acc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

* Put num workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added relative encoding if statament

Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>

* Added back val loss only validation

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Revert "Added back val loss only validation"

This reverts commit 86d8f4806fe30335c40c3716ce18259939df500f.

* Removed val acc for PP > 1

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Removed enc_seq_len if statement

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added back validation acc calc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Co-authored-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* add doc info (#4721)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

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

* [TTS] Add SpanishCharsTokenizer (#5135)

* [TTS] Add SpanishCharsTokenizer

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

* Update megatron interface to dialogue (#4936)

* fix style formatting

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update template to include description of intent

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes based on requests in review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add compatibility with assistant dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove dialogue_state_tracking

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update huggingface utils for dialogue

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename dialogue_state_tracking_hybrid to dialogue_state_tracking_sgdqa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix nemo/collections/nlp/models/dialogue_state_tracking_sgdqa/__init__.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add docstrings for assistant data processsor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins for SGDGEN local checkpoint

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* use local vocab file for Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* patch for Jenkins CI using local file

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add slot filling prediction and metrics

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor metrics code out of Dialogue GPT Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate backward compatible support for IntentSlotClassificationModel (bert model)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* save prediction file for IntentSlotClassification

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue gpt model training for megatron gpt

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove batch generate for HF GPT2, which causes lower performance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add few shot capability to dialogue gpt model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile and remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update code description and clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate compatibility with ZeroShotIntentModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename folder to dialogue due to increased scope and further refactor for clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* added dialogue GPT for sequence generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add CI test for DialogueGPTGenerationModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate DialogueS2SGenerationModel for generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* modify huggingface utils to support HF t5/BART models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bleu metric style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 2 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 3 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate sgd generation based on user user utterance and system slot-values to generate system utterance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add validation model saving capabilities

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* cleaned up code for SGD Based Answer extender

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue Generation CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix Jenkins CI issue"

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add support for design dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support megatron for dialogue_s2s_generation_model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce loaded samples in MSMarcoDataProcessor to 64 when cfg.model.dataset.debug_mode=True

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update checkpoint and predictions filename to include epoch number

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate HF BART MNLI into zero shot intent model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Nearest Neighbour Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor Dialogue SGD Data Processor to make interface for models cleaner

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue S2S Generation model for DialogueSGDDataProcessor interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support sgd and drive thru datasets by zero shot model and nearest neighbour model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add prediction saving code to nearest neighbour and zero shot intent models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo in sgd data processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Mellon QA Data Processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update mellon qa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py to remove outdated info

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address review comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix for cfg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* make dependency on apex optional

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* change NLPDDPluggin calling logic to make it possible to run without apex

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add first draft of tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce ms marco size by removing lines without wellFormedAnswers

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update colab tutorial link in dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* include unit test and some refactor to facilitate unit test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr issues

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove typos in dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support larger files for question answering

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary artifacts to reduce memory use

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* put 0 tensor to device

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update link within dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* restore previously delete files

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error handling when loss = nan

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update nan handling

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss func

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix type error raised in qa_dataset.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add error checking message

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exp logging

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* limit number of negative samples

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused methods and style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add more documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes base on PR review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set wandb logger falseby default

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update interface with megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update inline documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update prompt_ids

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug for megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add megatron t5 inference

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug due to bert tokenizer not being space-aware

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update IntentSlotModel onnx export test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exportable

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* improve speed of rank_candidates and support for p tuning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix megatron prompt learning saving bug

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generate_candidate method

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove repeated init text ids and invert attention masks

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* custom collate fn to remove excess padding in batch

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update complete method to mitigate issue when max seq len is low

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generation interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added save inference ready .nemo file with every checkpoint (#5055)

* Added save inference ready .nemo file with every checkpoint

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Python style fix

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* addressed Adi's comment

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added ptuning check in model checkpoint saving

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed save_nemo_on_valdaition default to False

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

* Changes global batch size of adapter CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed num workers to 0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added first stage of pipeline check

Signed-off-by: Virginia Adams <vadams@nvidia.com>

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

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

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118)

* Remove ; from jupyter notebook cells

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typos in documentation/code

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix output message to have 'or equal'

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Link formatting fixes

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Add error if max_utts is used in tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Remove max_utts parameter from tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix max_utts removal in tests

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typo if -> is

Signed-off-by: Igor Gitman <igitman@nvidia.com>

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

* Merge r1.12.0 main (#5139)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Add cherry-pick action (#4958)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate transformers requirement

Signed-off-by: ericharper <complex451@gmail.com>

* Release SOTA Lang ID model  (#5080)

* add pretrained lang id model ambernet

Signed-off-by: fayejf <fayejf07@gmail.com>

* update doc and style fix

Signed-off-by: fayejf <fayejf07@gmail.com>

Signed-off-by: fayejf <fayejf07@gmail.com>

* update branch and package info

Signed-off-by: ericharper <complex451@gmail.com>

* remove upper bounds on lightning and transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove transformers offline from ci

Signed-off-by: ericharper <complex451@gmail.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: fayejf <fayejf07@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added ASR model comparison to SDE (#5043)

SDE: Added ASR model comparison tool to SDE
transcribe speech: Added support for many predictions in one file, as well as custom field names
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix nmt eval sampler (#5154)

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Global init steps (#5143)

* move global step to base

Signed-off-by: Yi Dong <yidong@nvidia.com>

* fix fused softmax

Signed-off-by: Yi Dong <yidong@nvidia.com>

* add the missing file

Signed-off-by: Yi Dong <yidong@nvidia.com>

* update the fused kernel

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import error

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import again

Signed-off-by: Yi Dong <yidong@nvidia.com>

Signed-off-by: Yi Dong <yidong@nvidia.com>
Signed-off-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518)

* bug fix - sample rate was being ignored in vocoder dataset when not loading mel
* handled n segments for a different sampling rate than original sampling rate
* Added case for n_segments 0, warning for n_segments greater than file length

Signed-off-by: Paarth Neekhara <paarth.n@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Jocelyn <jocelynh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add EMA support to NeMo (#4764)

* Added Base files

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Some refactors, swap to using MNIST Lnet

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add a few more tests, allow the callback to be set via the exp manager

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Actually run validation for testing

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Run isort

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add test for saving state/fix saving state

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Use dummy model

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add copyright

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Support saving separate EMA weight module

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add standalone functionality/logging

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Expose more parameters

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Modify to allow option to replace validation

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add jenkins test, formatting

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add cherry-pick action (#4958) (#4961)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix changelog builder (#4962) (#4963)

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

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

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix cherry pick workflow (#4964) (#4965)

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* reorder model check (#4959) (#4967)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* check for active conda environment (#4970) (#4971)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Checkpoint averaging class fix (#4946)

* 1. Added args.class_path to provide it externally.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add ability to give seperate datasets for test, train and validation (#4798)

* Add ability to give seperate datasets for test, train and validation

* Addressed Sandeeps comments

* Addressed Sandeeps comments

* Add ability to give seperate datasets for test, train and validation

* Add ability to give seperate datasets for test, train and validation

* Addressed review comments

* Bug fix for common dataset utils

* Add CI tests

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Reformat code

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

* Bug Fix

* Bug Fix

* Update Jenkinsfile

* Addressed comments

* Addressed Eriks comments.

* Addressed Sandeep

* Update Jenkinsfile

* Update Jenkinsfile

* Update dataset_utils.py

* Update Jenkinsfile

* Update Jenkinsfile

* Use GPT CI config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix label models restoring issue from wrighted cross entropy (#4968) (#4975)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add simple pre-commit file (#4983)

* Add simple pre-commit file

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Exclude docs folder

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

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

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

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

This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb.

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951)

Signed-off-by: Jin Li <liji@nvidia.com>

Signed-off-by: Jin Li <liji@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Adding speaker embedding conditioning in fastpitch (#4986)

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix ASR issues (#4984) (#4991)

* Fix ASR issues

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Revert fix

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix current tests

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* More test coverage

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address reviews

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop bf16 test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* remove print

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add bf16

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Jin Li <liji@nvidia.com>
Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com>
Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix BF16 test (#5162)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix errors in speaker diarization nemo docs (#5153)

* fix docs and docstrings for MSDD

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix nemo docs errors

Signed-off-by: Taejin Park <tango4j@gmail.com>

* reflected review comments

Signed-off-by: Taejin Park <tango4j@gmail.com>

Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add interleaved pipeline schedule to GPT (#5025)

* add virtual pipeline size to config

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* update for list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* add virtual to init

Signed-off-by: ericharper <complex451@gmail.com>

* update first last stage embedding all reduce

Signed-off-by: ericharper <complex451@gmail.com>

* update sequence parallel all reduce for virtual models

Signed-off-by: ericharper <complex451@gmail.com>

* runs but we get an error

Signed-off-by: ericharper <complex451@gmail.com>

* set virtual rank 0 after looping

Signed-off-by: ericharper <complex451@gmail.com>

* account for virtual when determinining first and last pipeline stages

Signed-off-by: ericharper <complex451@gmail.com>

* checkpointing for virtual models in progress

Signed-off-by: ericharper <complex451@gmail.com>

* add checkpoint hooks

Signed-off-by: ericharper <complex451@gmail.com>

* working on validation when resuming

Signed-off-by: ericharper <complex451@gmail.com>

* skip sanity val steps by default in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove comment

Signed-off-by: ericharper <complex451@gmail.com>

* log number of params

Signed-off-by: ericharper <complex451@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style

Signed-off-by: ericharper <complex451@gmail.com>

* check if self.model is a list

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default size None on init

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default to None in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove ensure_divisibility call

Signed-off-by: ericharper <complex451@gmail.com>

* fix lgtm alerts

Signed-off-by: ericharper <complex451@gmail.com>

* remove num_sanity_val_steps from config

Signed-off-by: ericharper <complex451@gmail.com>

* default virtual pipeline size to none

Signed-off-by: ericharper <complex451@gmail.com>

* check for list

Signed-off-by: ericharper <complex451@gmail.com>

* update assert to make sure we are only doing virtual for gpt

Signed-off-by: ericharper <complex451@gmail.com>

* revert change to get_params_for_weight_decay

Signed-off-by: ericharper <complex451@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* init var

Signed-off-by: ericharper <complex451@gmail.com>

* add import guard for set virtual model parallel world size

Signed-off-by: ericharper <complex451@gmail.com>

* use import guard

Signed-off-by: ericharper <complex451@gmail.com>

* update calls to fake init in eval scripts

Signed-off-by: ericharper <complex451@gmail.com>

* add _get_fwd_bwd_function

Signed-off-by: ericharper <complex451@gmail.com>

* log all total model parameters

Signed-off-by: ericharper <complex451@gmail.com>

* remove unused import

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* reduced to 14 inactive days to be stale for PRs. (#5165)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* refactor TTS documentation organization and add new contents. (#5137)

* refactor TTS documentation organization and add new contents.
* fix asr api bug.
* fix broken links.
* fix unexpected indentation errors.
* fixed unexpected indentation.
* fixed broken paper reference.
* fixed cross-reference and typos.
* fixed toctree errors.
* revert to 'Augmentors'
* reordered TTS tutorial list in starthere.
* ordered api classes alphabetically for each Section.
* fixed underscore typo for fastpitch checkpoint.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* upcase 'Tuning'

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed typo for RAD-TTS Aligner

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* reorder aligner section after mel-gen and vocoders in models.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* clarify Mixer-TTS-X and reorder model descriptions alphabetically.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed some typos and formats.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed old megatron.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed block quote ends without a blank line warnings.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* remove duplicate reference; fixed missing key nlp-megatron-shoeybi2019megatron

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* Revert "removed old megatron.rst."

This reverts commit c5ea1dc3f23272eecfe8040e3abfa54fa122cf73.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed Russian, a hyphen, and add a note about G2P in tts/config.rst

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* added pynini installation in wfst_text_normalization.rst

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* added description of manifest key/value pairs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* add toctree in tts/intro

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* replace main branch to stable.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* add 'upcoming' for e2e systems.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* replaced main branch to stabl…
titu1994 added a commit that referenced this pull request Jul 12, 2023
* Force working space memory to always be in fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix cost calculation by upcasting to fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix cost calculation by upcasting to fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support to check if numba fp16 is available

Signed-off-by: smajumdar <titu1994@gmail.com>

* add RNN-T loss implemented by PyTorch and test code (#5312)

* Fix the bugs in cache-aware streaming Conformer (#5032)

Signed-off-by: Vahid <vnoroozi@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* IA3 support for GPT and T5 (#4909)

* init commit for ia3 adater training in GPT

Signed-off-by: arendu <adithya.r@gmail.com>

* ia3 adater training in GPT, models and adapter classes

Signed-off-by: arendu <adithya.r@gmail.com>

* reshape to operate even on non-contiguous tensors

Signed-off-by: arendu <adithya.r@gmail.com>

* configs

Signed-off-by: arendu <adithya.r@gmail.com>

* fixed none init

Signed-off-by: arendu <adithya.r@gmail.com>

* adding adapter and ia3 support for T5 based models

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* config update and t5 model adapter and ia3

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused imports

Signed-off-by: arendu <adithya.r@gmail.com>

* predict step for inference

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* adapter inference for t5

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* fixed bug micro and global batch size in eval

Signed-off-by: arendu <adithya.r@gmail.com>

* minor edit

Signed-off-by: arendu <adithya.r@gmail.com>

* agressive truncation if in test examples if no truncation field is given

Signed-off-by: arendu <adithya.r@gmail.com>

* corrected for language_model_path name changes in main

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused import

Signed-off-by: arendu <adithya.r@gmail.com>

* name change for language_model_path

Signed-off-by: arendu <adithya.r@gmail.com>

* include inter_attention to IA3

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix in confg

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fixes

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused flag

Signed-off-by: arendu <adithya.r@gmail.com>

* addressing PR comments

Signed-off-by: arendu <adithya.r@gmail.com>

* address PR comments

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix

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

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* CI test

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix in jenkinsfile

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Bug fix - Limit val batches set to 1.0  (#5023)

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Adressed sandeep's comments

* Fixing limit val batches support in bert

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixing limit val batches support in bert

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [bug_fix] kv_channels is used when available (#5066)

* fix bug s.t kv_channels is used when available

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* P&C Docs (#5068) (#5069)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add spe_split_by_unicode_script arg (#5072)

* Add spe_split_by_unicode_script arg

Signed-off-by: Anas <aabouallaban@pm.me>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Anas <aabouallaban@pm.me>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* probabilites -> probabilities (#5078) (#5079)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* increase PR and Issue sweep quantity and active close PRs. (#5073)

* increase PR and Issue sweep quantity and active close PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] added missing German phoneme tokenizer. (#5070) (#5074)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* rename to match prompt leanring (#5076)

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061)

* Fixes to seq2seq eval

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Notebook bug fixes (#5084) (#5085)

* Notebook bug fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Turned nemo install back on

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* reverted notebook

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Updated one line in entity linking nb

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* update strategy in notebook from ddp_fork to dp (#5088) (#5089)

Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix bug in Squeezeformer Conv block (#5011) (#5024)

* Fix bug in Squeezeformer Conv block

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix kernel context

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix access mixin

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fixed megatron lm conversion bug (PTL related) (#5038) (#5063)

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) (#5094)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix numba (#5098)

Signed-off-by: smajumdar <titu1994@gmail.com>

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Make it possible to specify output_filename in normalize_with_audio.py (#5092)

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Greedy decoding confidence for CTC and RNNT (#4931)

* rnnt confidence draft

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* word confidence

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* advanced entropies added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* refactoring

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* oops forgot a file

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* metrics and benchmarking script added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* style fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* texterrors installation added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* lgtm and bug fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix comments

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix typos

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* add missing import after rebase

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Add] SLURP models and examples (#4668)

* add model, util and loss

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor annd update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update docs

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update available models

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor data processing

Signed-off-by: stevehuang52 <heh@nvidia.com>

* fix typo

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update docs

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor and update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update doc

Signed-off-by: stevehuang52 <heh@nvidia.com>

* move transformer to asr.modules

Signed-off-by: stevehuang52 <heh@nvidia.com>

* move transformer to asr.modules

Signed-off-by: stevehuang52 <heh@nvidia.com>

* get rid of jsonlines

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* revert changes to nlp

Signed-off-by: stevehuang52 <heh@nvidia.com>

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com>
Co-authored-by: Jagadeesh Balam <4916480+jbalam-nv@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* only optimize params that are part of the adapter modules (#5086)

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Pipeline Parallel T5 Prompt Learning (#4956)

* Added pre process flag checks and pipeline parallel in fwd

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added rank check for pipeline parallel

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* T5 prompt learning works!

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* IA3 passing CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Fixed typo

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* removed optimizer setup so Adi's change will not conflict

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] remove phonemizer.py (#5090)

remove phonemizer.py and convert code block to markdown in the tutorial.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Decoding with PP > 2 fix (#5091) (#5103)

* set sequence lenghts in the pipeline properly

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] fixed wrong val loss for epoch 0 and inconsistent metrics names (#5087) (#5102)

* fixed hifigan configs as well
* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix and refactor consumed samples save/restore for Megatron models. (#5077)

* Fixes and refactor

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove unused imports

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* RIR corpus generator tool (#4927)

Signed-off-by: Ante Jukić <ajukic@nvidia.com>

Signed-off-by: Ante Jukić <ajukic@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Multiprocessing fix (#5106) (#5107)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Bug fix] PC lexical + audio (#5109) (#5110)

* training running

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Fix] schedulers with no max_steps param (#4564)

* fix schedulers

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update to use python inspect module

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 prompt learning fixes missing from r.11.0 merge (#5075) (#5101)

* Fix special tokens

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add NeMo TTS Primer Tutorial (#4933)

* [TTS] Add NeMo TTS Primer Tutorial

Signed-off-by: Ryan <rlangman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add Squeezeformer CTC model checkpoints on Librispeech (#5121)

Signed-off-by: smajumdar <titu1994@gmail.com>

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* adding loss normalization options to rnnt joint  (#4829)

* adding normalization options to rnnt joint loss

* moving the param to joint

* moving loss normalization to rnnt loss config

* style

* cleaning up

* fixing sum reduction in joint

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* moving reduction into RNNT loss class

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

* typos

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Asr concat dataloader (#5108)

* forced precision

* typo

* initial commit

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typos and bugs

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* reverting conformer encoder

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* additional checks

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* adding support to CTC models as well

* reverting conformer_encoder

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typo

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* merging

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>
Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix blossom ci unittests

Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* bugfix: pybtex.database.InvalidNameString: Too many commas in author field. (#5112) (#5115)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Uppdate container version to 22.09 (#5105)

* update container version

Signed-off-by: ericharper <complex451@gmail.com>

* pin click

Signed-off-by: ericharper <complex451@gmail.com>

* pin click 8.0.2

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Remove unsupported arguments from MegatronNMT (#5065)

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* More fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* pp2 support for T5 IA3 learning and T5 Adapters learning (#5116)

* enabling pp2

Signed-off-by: arendu <adithya.r@gmail.com>

* optimizer update

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

* T5 pp>1 support for adapters and ia3

Signed-off-by: arendu <adithya.r@gmail.com>

* fix bug with missing adapter_tuning

Signed-off-by: arendu <adithya.r@gmail.com>

* inference error fixed, pp=2

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Prompt Learning Fixes for Pipeline Parallel (#5120)

* Initial fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Added back validation acc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Put num workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added relative encoding if statament

Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>

* Added back val loss only validation

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Revert "Added back val loss only validation"

This reverts commit 86d8f4806fe30335c40c3716ce18259939df500f.

* Removed val acc for PP > 1

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Removed enc_seq_len if statement

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added back validation acc calc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Co-authored-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* add doc info (#4721)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add SpanishCharsTokenizer (#5135)

* [TTS] Add SpanishCharsTokenizer

Signed-off-by: Ryan <rlangman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Update megatron interface to dialogue (#4936)

* fix style formatting

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update template to include description of intent

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes based on requests in review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add compatibility with assistant dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove dialogue_state_tracking

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update huggingface utils for dialogue

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename dialogue_state_tracking_hybrid to dialogue_state_tracking_sgdqa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix nemo/collections/nlp/models/dialogue_state_tracking_sgdqa/__init__.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add docstrings for assistant data processsor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins for SGDGEN local checkpoint

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* use local vocab file for Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* patch for Jenkins CI using local file

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add slot filling prediction and metrics

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor metrics code out of Dialogue GPT Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate backward compatible support for IntentSlotClassificationModel (bert model)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* save prediction file for IntentSlotClassification

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue gpt model training for megatron gpt

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove batch generate for HF GPT2, which causes lower performance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add few shot capability to dialogue gpt model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile and remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update code description and clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate compatibility with ZeroShotIntentModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename folder to dialogue due to increased scope and further refactor for clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* added dialogue GPT for sequence generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add CI test for DialogueGPTGenerationModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate DialogueS2SGenerationModel for generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* modify huggingface utils to support HF t5/BART models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bleu metric style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 2 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 3 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate sgd generation based on user user utterance and system slot-values to generate system utterance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add validation model saving capabilities

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* cleaned up code for SGD Based Answer extender

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue Generation CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix Jenkins CI issue"

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add support for design dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support megatron for dialogue_s2s_generation_model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce loaded samples in MSMarcoDataProcessor to 64 when cfg.model.dataset.debug_mode=True

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update checkpoint and predictions filename to include epoch number

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate HF BART MNLI into zero shot intent model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Nearest Neighbour Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor Dialogue SGD Data Processor to make interface for models cleaner

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue S2S Generation model for DialogueSGDDataProcessor interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support sgd and drive thru datasets by zero shot model and nearest neighbour model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add prediction saving code to nearest neighbour and zero shot intent models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo in sgd data processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Mellon QA Data Processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update mellon qa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py to remove outdated info

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address review comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix for cfg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* make dependency on apex optional

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* change NLPDDPluggin calling logic to make it possible to run without apex

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add first draft of tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce ms marco size by removing lines without wellFormedAnswers

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update colab tutorial link in dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* include unit test and some refactor to facilitate unit test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr issues

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove typos in dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support larger files for question answering

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary artifacts to reduce memory use

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* put 0 tensor to device

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update link within dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* restore previously delete files

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error handling when loss = nan

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update nan handling

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss func

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix type error raised in qa_dataset.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add error checking message

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exp logging

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* limit number of negative samples

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused methods and style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add more documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes base on PR review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set wandb logger falseby default

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update interface with megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update inline documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update prompt_ids

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug for megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add megatron t5 inference

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug due to bert tokenizer not being space-aware

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update IntentSlotModel onnx export test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exportable

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* improve speed of rank_candidates and support for p tuning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix megatron prompt learning saving bug

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generate_candidate method

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove repeated init text ids and invert attention masks

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* custom collate fn to remove excess padding in batch

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update complete method to mitigate issue when max seq len is low

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generation interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added save inference ready .nemo file with every checkpoint (#5055)

* Added save inference ready .nemo file with every checkpoint

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Python style fix

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* addressed Adi's comment

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added ptuning check in model checkpoint saving

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed save_nemo_on_valdaition default to False

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Changes global batch size of adapter CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed num workers to 0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added first stage of pipeline check

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118)

* Remove ; from jupyter notebook cells

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typos in documentation/code

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix output message to have 'or equal'

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Link formatting fixes

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Add error if max_utts is used in tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Remove max_utts parameter from tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix max_utts removal in tests

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typo if -> is

Signed-off-by: Igor Gitman <igitman@nvidia.com>

Signed-off-by: Igor Gitman <igitman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Merge r1.12.0 main (#5139)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Add cherry-pick action (#4958)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate transformers requirement

Signed-off-by: ericharper <complex451@gmail.com>

* Release SOTA Lang ID model  (#5080)

* add pretrained lang id model ambernet

Signed-off-by: fayejf <fayejf07@gmail.com>

* update doc and style fix

Signed-off-by: fayejf <fayejf07@gmail.com>

Signed-off-by: fayejf <fayejf07@gmail.com>

* update branch and package info

Signed-off-by: ericharper <complex451@gmail.com>

* remove upper bounds on lightning and transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove transformers offline from ci

Signed-off-by: ericharper <complex451@gmail.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: fayejf <fayejf07@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added ASR model comparison to SDE (#5043)

SDE: Added ASR model comparison tool to SDE
transcribe speech: Added support for many predictions in one file, as well as custom field names
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix nmt eval sampler (#5154)

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Global init steps (#5143)

* move global step to base

Signed-off-by: Yi Dong <yidong@nvidia.com>

* fix fused softmax

Signed-off-by: Yi Dong <yidong@nvidia.com>

* add the missing file

Signed-off-by: Yi Dong <yidong@nvidia.com>

* update the fused kernel

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import error

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import again

Signed-off-by: Yi Dong <yidong@nvidia.com>

Signed-off-by: Yi Dong <yidong@nvidia.com>
Signed-off-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518)

* bug fix - sample rate was being ignored in vocoder dataset when not loading mel
* handled n segments for a different sampling rate than original sampling rate
* Added case for n_segments 0, warning for n_segments greater than file length

Signed-off-by: Paarth Neekhara <paarth.n@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Jocelyn <jocelynh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add EMA support to NeMo (#4764)

* Added Base files

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Some refactors, swap to using MNIST Lnet

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add a few more tests, allow the callback to be set via the exp manager

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Actually run validation for testing

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Run isort

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add test for saving state/fix saving state

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Use dummy model

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add copyright

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Support saving separate EMA weight module

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add standalone functionality/logging

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Expose more parameters

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Modify to allow option to replace validation

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add jenkins test, formatting

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add cherry-pick action (#4958) (#4961)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix changelog builder (#4962) (#4963)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix cherry pick workflow (#4964) (#4965)

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* reorder model check (#4959) (#4967)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* check for active conda environment (#4970) (#4971)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Checkpoint averaging class fix (#4946)

* 1. Added args.class_path to provide it externally.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add ability to give seperate datasets for test, train and validation (#4798)

* Add ability to give seperate datasets for test, train and validation

* Addressed Sandeeps comments

* Addressed Sandeeps comments

* Add ability to give seperate datasets for test, train and validation

* Add ability to give seperate datasets for test, train and validation

* Addressed review comments

* Bug fix for common dataset utils

* Add CI tests

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Reformat code

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

* Bug Fix

* Bug Fix

* Update Jenkinsfile

* Addressed comments

* Addressed Eriks comments.

* Addressed Sandeep

* Update Jenkinsfile

* Update Jenkinsfile

* Update dataset_utils.py

* Update Jenkinsfile

* Update Jenkinsfile

* Use GPT CI config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix label models restoring issue from wrighted cross entropy (#4968) (#4975)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add simple pre-commit file (#4983)

* Add simple pre-commit file

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Exclude docs folder

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Revert "[pre-commit.ci] auto fixes from pre-commit.com hooks"

This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb.

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951)

Signed-off-by: Jin Li <liji@nvidia.com>

Signed-off-by: Jin Li <liji@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Adding speaker embedding conditioning in fastpitch (#4986)

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix ASR issues (#4984) (#4991)

* Fix ASR issues

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Revert fix

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix current tests

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* More test coverage

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address reviews

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop bf16 test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* remove print

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add bf16

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Jin Li <liji@nvidia.com>
Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com>
Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix BF16 test (#5162)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix errors in speaker diarization nemo docs (#5153)

* fix docs and docstrings for MSDD

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix nemo docs errors

Signed-off-by: Taejin Park <tango4j@gmail.com>

* reflected review comments

Signed-off-by: Taejin Park <tango4j@gmail.com>

Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add interleaved pipeline schedule to GPT (#5025)

* add virtual pipeline size to config

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* update for list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* add virtual to init

Signed-off-by: ericharper <complex451@gmail.com>

* update first last stage embedding all reduce

Signed-off-by: ericharper <complex451@gmail.com>

* update sequence parallel all reduce for virtual models

Signed-off-by: ericharper <complex451@gmail.com>

* runs but we get an error

Signed-off-by: ericharper <complex451@gmail.com>

* set virtual rank 0 after looping

Signed-off-by: ericharper <complex451@gmail.com>

* account for virtual when determinining first and last pipeline stages

Signed-off-by: ericharper <complex451@gmail.com>

* checkpointing for virtual models in progress

Signed-off-by: ericharper <complex451@gmail.com>

* add checkpoint hooks

Signed-off-by: ericharper <complex451@gmail.com>

* working on validation when resuming

Signed-off-by: ericharper <complex451@gmail.com>

* skip sanity val steps by default in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove comment

Signed-off-by: ericharper <complex451@gmail.com>

* log number of params

Signed-off-by: ericharper <complex451@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style

Signed-off-by: ericharper <complex451@gmail.com>

* check if self.model is a list

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default size None on init

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default to None in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove ensure_divisibility call

Signed-off-by: ericharper <complex451@gmail.com>

* fix lgtm alerts

Signed-off-by: ericharper <complex451@gmail.com>

* remove num_sanity_val_steps from config

Signed-off-by: ericharper <complex451@gmail.com>

* default virtual pipeline size to none

Signed-off-by: ericharper <complex451@gmail.com>

* check for list

Signed-off-by: ericharper <complex451@gmail.com>

* update assert to make sure we are only doing virtual for gpt

Signed-off-by: ericharper <complex451@gmail.com>

* revert change to get_params_for_weight_decay

Signed-off-by: ericharper <complex451@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* init var

Signed-off-by: ericharper <complex451@gmail.com>

* add import guard for set virtual model parallel world size

Signed-off-by: ericharper <complex451@gmail.com>

* use import guard

Signed-off-by: ericharper <complex451@gmail.com>

* update calls to fake init in eval scripts

Signed-off-by: ericharper <complex451@gmail.com>

* add _get_fwd_bwd_function

Signed-off-by: ericharper <complex451@gmail.com>

* log all total model parameters

Signed-off-by: ericharper <complex451@gmail.com>

* remove unused import

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* reduced to 14 inactive days to be stale for PRs. (#5165)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* refactor TTS documentation organization and add new contents. (#5137)

* refactor TTS documentation organization and add new contents.
* fix asr api bug.
* fix broken links.
* fix unexpected indentation errors.
* fixed unexpected indentation.
* fixed broken paper reference.
* fixed cross-reference and typos.
* fixed toctree errors.
* revert to 'Augmentors'
* reordered TTS tutorial list in starthere.
* ordered api classes alphabetically for each Section.
* fixed underscore typo for fastpitch checkpoint.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* upcase 'Tuning'

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed typo for RAD-TTS Aligner

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* reorder aligner section after mel-gen and vocoders in models.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* clarify Mixer-TTS-X and reorder model descriptions alphabetically.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed some typos and formats.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed old megatron.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed block quote ends without a blank line warnings.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* remove duplicate reference; fixed missing key nlp-megatron-shoeybi2019megatron

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* Revert "removed old megatron.rst."

This reverts commit c5ea1dc3f23272eecfe8040e3abfa54fa122cf73.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed Russian, a hyphen, and add a note about G2P in tts/config.r…
titu1994 added a commit to titu1994/NeMo that referenced this pull request Jul 14, 2023
* Force working space memory to always be in fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix cost calculation by upcasting to fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix cost calculation by upcasting to fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support to check if numba fp16 is available

Signed-off-by: smajumdar <titu1994@gmail.com>

* add RNN-T loss implemented by PyTorch and test code (#5312)

* Fix the bugs in cache-aware streaming Conformer (#5032)

Signed-off-by: Vahid <vnoroozi@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* IA3 support for GPT and T5 (#4909)

* init commit for ia3 adater training in GPT

Signed-off-by: arendu <adithya.r@gmail.com>

* ia3 adater training in GPT, models and adapter classes

Signed-off-by: arendu <adithya.r@gmail.com>

* reshape to operate even on non-contiguous tensors

Signed-off-by: arendu <adithya.r@gmail.com>

* configs

Signed-off-by: arendu <adithya.r@gmail.com>

* fixed none init

Signed-off-by: arendu <adithya.r@gmail.com>

* adding adapter and ia3 support for T5 based models

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* config update and t5 model adapter and ia3

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused imports

Signed-off-by: arendu <adithya.r@gmail.com>

* predict step for inference

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* adapter inference for t5

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* fixed bug micro and global batch size in eval

Signed-off-by: arendu <adithya.r@gmail.com>

* minor edit

Signed-off-by: arendu <adithya.r@gmail.com>

* agressive truncation if in test examples if no truncation field is given

Signed-off-by: arendu <adithya.r@gmail.com>

* corrected for language_model_path name changes in main

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused import

Signed-off-by: arendu <adithya.r@gmail.com>

* name change for language_model_path

Signed-off-by: arendu <adithya.r@gmail.com>

* include inter_attention to IA3

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix in confg

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fixes

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused flag

Signed-off-by: arendu <adithya.r@gmail.com>

* addressing PR comments

Signed-off-by: arendu <adithya.r@gmail.com>

* address PR comments

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix

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

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* CI test

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix in jenkinsfile

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Bug fix - Limit val batches set to 1.0  (#5023)

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Adressed sandeep's comments

* Fixing limit val batches support in bert

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixing limit val batches support in bert

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [bug_fix] kv_channels is used when available (#5066)

* fix bug s.t kv_channels is used when available

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* P&C Docs (#5068) (#5069)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add spe_split_by_unicode_script arg (#5072)

* Add spe_split_by_unicode_script arg

Signed-off-by: Anas <aabouallaban@pm.me>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Anas <aabouallaban@pm.me>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* probabilites -> probabilities (#5078) (#5079)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* increase PR and Issue sweep quantity and active close PRs. (#5073)

* increase PR and Issue sweep quantity and active close PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] added missing German phoneme tokenizer. (#5070) (#5074)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* rename to match prompt leanring (#5076)

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061)

* Fixes to seq2seq eval

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Notebook bug fixes (#5084) (#5085)

* Notebook bug fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Turned nemo install back on

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* reverted notebook

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Updated one line in entity linking nb

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* update strategy in notebook from ddp_fork to dp (#5088) (#5089)

Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix bug in Squeezeformer Conv block (#5011) (#5024)

* Fix bug in Squeezeformer Conv block

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix kernel context

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix access mixin

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fixed megatron lm conversion bug (PTL related) (#5038) (#5063)

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) (#5094)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix numba (#5098)

Signed-off-by: smajumdar <titu1994@gmail.com>

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Make it possible to specify output_filename in normalize_with_audio.py (#5092)

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Greedy decoding confidence for CTC and RNNT (#4931)

* rnnt confidence draft

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* word confidence

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* advanced entropies added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* refactoring

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* oops forgot a file

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* metrics and benchmarking script added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* style fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* texterrors installation added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* lgtm and bug fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix comments

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix typos

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* add missing import after rebase

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Add] SLURP models and examples (#4668)

* add model, util and loss

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor annd update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update docs

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update available models

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor data processing

Signed-off-by: stevehuang52 <heh@nvidia.com>

* fix typo

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update docs

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor and update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update doc

Signed-off-by: stevehuang52 <heh@nvidia.com>

* move transformer to asr.modules

Signed-off-by: stevehuang52 <heh@nvidia.com>

* move transformer to asr.modules

Signed-off-by: stevehuang52 <heh@nvidia.com>

* get rid of jsonlines

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* revert changes to nlp

Signed-off-by: stevehuang52 <heh@nvidia.com>

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com>
Co-authored-by: Jagadeesh Balam <4916480+jbalam-nv@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* only optimize params that are part of the adapter modules (#5086)

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Pipeline Parallel T5 Prompt Learning (#4956)

* Added pre process flag checks and pipeline parallel in fwd

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added rank check for pipeline parallel

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* T5 prompt learning works!

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* IA3 passing CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Fixed typo

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* removed optimizer setup so Adi's change will not conflict

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] remove phonemizer.py (#5090)

remove phonemizer.py and convert code block to markdown in the tutorial.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Decoding with PP > 2 fix (#5091) (#5103)

* set sequence lenghts in the pipeline properly

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] fixed wrong val loss for epoch 0 and inconsistent metrics names (#5087) (#5102)

* fixed hifigan configs as well
* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix and refactor consumed samples save/restore for Megatron models. (#5077)

* Fixes and refactor

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove unused imports

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* RIR corpus generator tool (#4927)

Signed-off-by: Ante Jukić <ajukic@nvidia.com>

Signed-off-by: Ante Jukić <ajukic@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Multiprocessing fix (#5106) (#5107)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Bug fix] PC lexical + audio (#5109) (#5110)

* training running

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Fix] schedulers with no max_steps param (#4564)

* fix schedulers

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update to use python inspect module

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 prompt learning fixes missing from r.11.0 merge (#5075) (#5101)

* Fix special tokens

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add NeMo TTS Primer Tutorial (#4933)

* [TTS] Add NeMo TTS Primer Tutorial

Signed-off-by: Ryan <rlangman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add Squeezeformer CTC model checkpoints on Librispeech (#5121)

Signed-off-by: smajumdar <titu1994@gmail.com>

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* adding loss normalization options to rnnt joint  (#4829)

* adding normalization options to rnnt joint loss

* moving the param to joint

* moving loss normalization to rnnt loss config

* style

* cleaning up

* fixing sum reduction in joint

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* moving reduction into RNNT loss class

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

* typos

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Asr concat dataloader (#5108)

* forced precision

* typo

* initial commit

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typos and bugs

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* reverting conformer encoder

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* additional checks

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* adding support to CTC models as well

* reverting conformer_encoder

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typo

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* merging

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>
Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix blossom ci unittests

Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* bugfix: pybtex.database.InvalidNameString: Too many commas in author field. (#5112) (#5115)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Uppdate container version to 22.09 (#5105)

* update container version

Signed-off-by: ericharper <complex451@gmail.com>

* pin click

Signed-off-by: ericharper <complex451@gmail.com>

* pin click 8.0.2

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Remove unsupported arguments from MegatronNMT (#5065)

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* More fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* pp2 support for T5 IA3 learning and T5 Adapters learning (#5116)

* enabling pp2

Signed-off-by: arendu <adithya.r@gmail.com>

* optimizer update

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

* T5 pp>1 support for adapters and ia3

Signed-off-by: arendu <adithya.r@gmail.com>

* fix bug with missing adapter_tuning

Signed-off-by: arendu <adithya.r@gmail.com>

* inference error fixed, pp=2

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Prompt Learning Fixes for Pipeline Parallel (#5120)

* Initial fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Added back validation acc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Put num workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added relative encoding if statament

Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>

* Added back val loss only validation

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Revert "Added back val loss only validation"

This reverts commit 86d8f4806fe30335c40c3716ce18259939df500f.

* Removed val acc for PP > 1

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Removed enc_seq_len if statement

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added back validation acc calc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Co-authored-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* add doc info (#4721)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add SpanishCharsTokenizer (#5135)

* [TTS] Add SpanishCharsTokenizer

Signed-off-by: Ryan <rlangman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Update megatron interface to dialogue (#4936)

* fix style formatting

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update template to include description of intent

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes based on requests in review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add compatibility with assistant dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove dialogue_state_tracking

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update huggingface utils for dialogue

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename dialogue_state_tracking_hybrid to dialogue_state_tracking_sgdqa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix nemo/collections/nlp/models/dialogue_state_tracking_sgdqa/__init__.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add docstrings for assistant data processsor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins for SGDGEN local checkpoint

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* use local vocab file for Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* patch for Jenkins CI using local file

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add slot filling prediction and metrics

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor metrics code out of Dialogue GPT Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate backward compatible support for IntentSlotClassificationModel (bert model)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* save prediction file for IntentSlotClassification

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue gpt model training for megatron gpt

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove batch generate for HF GPT2, which causes lower performance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add few shot capability to dialogue gpt model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile and remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update code description and clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate compatibility with ZeroShotIntentModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename folder to dialogue due to increased scope and further refactor for clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* added dialogue GPT for sequence generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add CI test for DialogueGPTGenerationModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate DialogueS2SGenerationModel for generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* modify huggingface utils to support HF t5/BART models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bleu metric style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 2 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 3 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate sgd generation based on user user utterance and system slot-values to generate system utterance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add validation model saving capabilities

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* cleaned up code for SGD Based Answer extender

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue Generation CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix Jenkins CI issue"

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add support for design dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support megatron for dialogue_s2s_generation_model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce loaded samples in MSMarcoDataProcessor to 64 when cfg.model.dataset.debug_mode=True

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update checkpoint and predictions filename to include epoch number

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate HF BART MNLI into zero shot intent model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Nearest Neighbour Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor Dialogue SGD Data Processor to make interface for models cleaner

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue S2S Generation model for DialogueSGDDataProcessor interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support sgd and drive thru datasets by zero shot model and nearest neighbour model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add prediction saving code to nearest neighbour and zero shot intent models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo in sgd data processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Mellon QA Data Processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update mellon qa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py to remove outdated info

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address review comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix for cfg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* make dependency on apex optional

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* change NLPDDPluggin calling logic to make it possible to run without apex

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add first draft of tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce ms marco size by removing lines without wellFormedAnswers

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update colab tutorial link in dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* include unit test and some refactor to facilitate unit test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr issues

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove typos in dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support larger files for question answering

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary artifacts to reduce memory use

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* put 0 tensor to device

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update link within dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* restore previously delete files

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error handling when loss = nan

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update nan handling

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss func

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix type error raised in qa_dataset.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add error checking message

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exp logging

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* limit number of negative samples

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused methods and style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add more documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes base on PR review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set wandb logger falseby default

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update interface with megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update inline documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update prompt_ids

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug for megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add megatron t5 inference

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug due to bert tokenizer not being space-aware

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update IntentSlotModel onnx export test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exportable

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* improve speed of rank_candidates and support for p tuning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix megatron prompt learning saving bug

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generate_candidate method

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove repeated init text ids and invert attention masks

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* custom collate fn to remove excess padding in batch

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update complete method to mitigate issue when max seq len is low

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generation interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added save inference ready .nemo file with every checkpoint (#5055)

* Added save inference ready .nemo file with every checkpoint

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Python style fix

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* addressed Adi's comment

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added ptuning check in model checkpoint saving

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed save_nemo_on_valdaition default to False

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Changes global batch size of adapter CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed num workers to 0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added first stage of pipeline check

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118)

* Remove ; from jupyter notebook cells

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typos in documentation/code

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix output message to have 'or equal'

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Link formatting fixes

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Add error if max_utts is used in tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Remove max_utts parameter from tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix max_utts removal in tests

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typo if -> is

Signed-off-by: Igor Gitman <igitman@nvidia.com>

Signed-off-by: Igor Gitman <igitman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Merge r1.12.0 main (#5139)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Add cherry-pick action (#4958)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate transformers requirement

Signed-off-by: ericharper <complex451@gmail.com>

* Release SOTA Lang ID model  (#5080)

* add pretrained lang id model ambernet

Signed-off-by: fayejf <fayejf07@gmail.com>

* update doc and style fix

Signed-off-by: fayejf <fayejf07@gmail.com>

Signed-off-by: fayejf <fayejf07@gmail.com>

* update branch and package info

Signed-off-by: ericharper <complex451@gmail.com>

* remove upper bounds on lightning and transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove transformers offline from ci

Signed-off-by: ericharper <complex451@gmail.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: fayejf <fayejf07@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added ASR model comparison to SDE (#5043)

SDE: Added ASR model comparison tool to SDE
transcribe speech: Added support for many predictions in one file, as well as custom field names
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix nmt eval sampler (#5154)

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Global init steps (#5143)

* move global step to base

Signed-off-by: Yi Dong <yidong@nvidia.com>

* fix fused softmax

Signed-off-by: Yi Dong <yidong@nvidia.com>

* add the missing file

Signed-off-by: Yi Dong <yidong@nvidia.com>

* update the fused kernel

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import error

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import again

Signed-off-by: Yi Dong <yidong@nvidia.com>

Signed-off-by: Yi Dong <yidong@nvidia.com>
Signed-off-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518)

* bug fix - sample rate was being ignored in vocoder dataset when not loading mel
* handled n segments for a different sampling rate than original sampling rate
* Added case for n_segments 0, warning for n_segments greater than file length

Signed-off-by: Paarth Neekhara <paarth.n@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Jocelyn <jocelynh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add EMA support to NeMo (#4764)

* Added Base files

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Some refactors, swap to using MNIST Lnet

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add a few more tests, allow the callback to be set via the exp manager

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Actually run validation for testing

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Run isort

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add test for saving state/fix saving state

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Use dummy model

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add copyright

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Support saving separate EMA weight module

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add standalone functionality/logging

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Expose more parameters

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Modify to allow option to replace validation

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add jenkins test, formatting

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add cherry-pick action (#4958) (#4961)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix changelog builder (#4962) (#4963)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix cherry pick workflow (#4964) (#4965)

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* reorder model check (#4959) (#4967)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* check for active conda environment (#4970) (#4971)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Checkpoint averaging class fix (#4946)

* 1. Added args.class_path to provide it externally.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add ability to give seperate datasets for test, train and validation (#4798)

* Add ability to give seperate datasets for test, train and validation

* Addressed Sandeeps comments

* Addressed Sandeeps comments

* Add ability to give seperate datasets for test, train and validation

* Add ability to give seperate datasets for test, train and validation

* Addressed review comments

* Bug fix for common dataset utils

* Add CI tests

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Reformat code

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

* Bug Fix

* Bug Fix

* Update Jenkinsfile

* Addressed comments

* Addressed Eriks comments.

* Addressed Sandeep

* Update Jenkinsfile

* Update Jenkinsfile

* Update dataset_utils.py

* Update Jenkinsfile

* Update Jenkinsfile

* Use GPT CI config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix label models restoring issue from wrighted cross entropy (#4968) (#4975)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add simple pre-commit file (#4983)

* Add simple pre-commit file

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Exclude docs folder

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Revert "[pre-commit.ci] auto fixes from pre-commit.com hooks"

This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb.

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951)

Signed-off-by: Jin Li <liji@nvidia.com>

Signed-off-by: Jin Li <liji@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Adding speaker embedding conditioning in fastpitch (#4986)

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix ASR issues (#4984) (#4991)

* Fix ASR issues

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Revert fix

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix current tests

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* More test coverage

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address reviews

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop bf16 test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* remove print

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add bf16

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Jin Li <liji@nvidia.com>
Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com>
Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix BF16 test (#5162)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix errors in speaker diarization nemo docs (#5153)

* fix docs and docstrings for MSDD

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix nemo docs errors

Signed-off-by: Taejin Park <tango4j@gmail.com>

* reflected review comments

Signed-off-by: Taejin Park <tango4j@gmail.com>

Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add interleaved pipeline schedule to GPT (#5025)

* add virtual pipeline size to config

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* update for list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* add virtual to init

Signed-off-by: ericharper <complex451@gmail.com>

* update first last stage embedding all reduce

Signed-off-by: ericharper <complex451@gmail.com>

* update sequence parallel all reduce for virtual models

Signed-off-by: ericharper <complex451@gmail.com>

* runs but we get an error

Signed-off-by: ericharper <complex451@gmail.com>

* set virtual rank 0 after looping

Signed-off-by: ericharper <complex451@gmail.com>

* account for virtual when determinining first and last pipeline stages

Signed-off-by: ericharper <complex451@gmail.com>

* checkpointing for virtual models in progress

Signed-off-by: ericharper <complex451@gmail.com>

* add checkpoint hooks

Signed-off-by: ericharper <complex451@gmail.com>

* working on validation when resuming

Signed-off-by: ericharper <complex451@gmail.com>

* skip sanity val steps by default in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove comment

Signed-off-by: ericharper <complex451@gmail.com>

* log number of params

Signed-off-by: ericharper <complex451@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style

Signed-off-by: ericharper <complex451@gmail.com>

* check if self.model is a list

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default size None on init

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default to None in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove ensure_divisibility call

Signed-off-by: ericharper <complex451@gmail.com>

* fix lgtm alerts

Signed-off-by: ericharper <complex451@gmail.com>

* remove num_sanity_val_steps from config

Signed-off-by: ericharper <complex451@gmail.com>

* default virtual pipeline size to none

Signed-off-by: ericharper <complex451@gmail.com>

* check for list

Signed-off-by: ericharper <complex451@gmail.com>

* update assert to make sure we are only doing virtual for gpt

Signed-off-by: ericharper <complex451@gmail.com>

* revert change to get_params_for_weight_decay

Signed-off-by: ericharper <complex451@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* init var

Signed-off-by: ericharper <complex451@gmail.com>

* add import guard for set virtual model parallel world size

Signed-off-by: ericharper <complex451@gmail.com>

* use import guard

Signed-off-by: ericharper <complex451@gmail.com>

* update calls to fake init in eval scripts

Signed-off-by: ericharper <complex451@gmail.com>

* add _get_fwd_bwd_function

Signed-off-by: ericharper <complex451@gmail.com>

* log all total model parameters

Signed-off-by: ericharper <complex451@gmail.com>

* remove unused import

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* reduced to 14 inactive days to be stale for PRs. (#5165)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* refactor TTS documentation organization and add new contents. (#5137)

* refactor TTS documentation organization and add new contents.
* fix asr api bug.
* fix broken links.
* fix unexpected indentation errors.
* fixed unexpected indentation.
* fixed broken paper reference.
* fixed cross-reference and typos.
* fixed toctree errors.
* revert to 'Augmentors'
* reordered TTS tutorial list in starthere.
* ordered api classes alphabetically for each Section.
* fixed underscore typo for fastpitch checkpoint.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* upcase 'Tuning'

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed typo for RAD-TTS Aligner

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* reorder aligner section after mel-gen and vocoders in models.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* clarify Mixer-TTS-X and reorder model descriptions alphabetically.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed some typos and formats.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed old megatron.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed block quote ends without a blank line warnings.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* remove duplicate reference; fixed missing key nlp-megatron-shoeybi2019megatron

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* Revert "removed old megatron.rst."

This reverts commit c5ea1dc3f23272eecfe8040e3abfa54fa122cf73.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed Russian, a hyphen, and add a note about G2P in tts/config.rst

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* added pynini installation in wfst_text_normalization.rst

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* added description of manifest key/value pairs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* add toctree in tts/intro

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* replace main branch to stable.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* add 'upcoming' for e2e systems.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* replaced main branch to stabl…

* Multiblank Transducer (#5527)

* multi-blank transducers

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* one line bug fix

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* change interface of RNNTDecoding class to extract num-extra-output from joint instead of constructor

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* addressed PR comments

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Hainan Xu <hainanx@nvidia.com>
Co-authored-by: Hainan Xu <hainanx@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Default RNNT loss to int64 targets (#6011)

Signed-off-by: smajumdar <titu1994@gmail.com>

* Rebase

Signed-off-by: smajumdar <titu1994@gmail.com>

* Begin refactoring tests

Signed-off-by: smajumdar <titu1994@gmail.com>

* Pass all tests for RNNT numba loss

Signed-off-by: smajumdar <titu1994@gmail.com>

* Pass all tests for RNNT numba loss

Signed-off-by: smajumdar <titu1994@gmail.com>

* Remove print

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix test for version

Signed-off-by: smajumdar <titu1994@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Revert bad merges

Signed-off-by: smajumdar <titu1994@gmail.com>

* Revert bad merges

Signed-off-by: smajumdar <titu1994@gmail.com>

* Address comments

Signed-off-by: smajumdar <titu1994@gmail.com>

* Remove wrong file

Signed-off-by: smajumdar <titu1994@gmail.com>

---------

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Vahid <vnoroozi@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>
Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Anas …
titu1994 added a commit that referenced this pull request Jul 17, 2023
* Force working space memory to always be in fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix cost calculation by upcasting to fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix cost calculation by upcasting to fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support to check if numba fp16 is available

Signed-off-by: smajumdar <titu1994@gmail.com>

* add RNN-T loss implemented by PyTorch and test code (#5312)

* Fix the bugs in cache-aware streaming Conformer (#5032)

Signed-off-by: Vahid <vnoroozi@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* IA3 support for GPT and T5 (#4909)

* init commit for ia3 adater training in GPT

Signed-off-by: arendu <adithya.r@gmail.com>

* ia3 adater training in GPT, models and adapter classes

Signed-off-by: arendu <adithya.r@gmail.com>

* reshape to operate even on non-contiguous tensors

Signed-off-by: arendu <adithya.r@gmail.com>

* configs

Signed-off-by: arendu <adithya.r@gmail.com>

* fixed none init

Signed-off-by: arendu <adithya.r@gmail.com>

* adding adapter and ia3 support for T5 based models

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* config update and t5 model adapter and ia3

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused imports

Signed-off-by: arendu <adithya.r@gmail.com>

* predict step for inference

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* adapter inference for t5

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* fixed bug micro and global batch size in eval

Signed-off-by: arendu <adithya.r@gmail.com>

* minor edit

Signed-off-by: arendu <adithya.r@gmail.com>

* agressive truncation if in test examples if no truncation field is given

Signed-off-by: arendu <adithya.r@gmail.com>

* corrected for language_model_path name changes in main

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused import

Signed-off-by: arendu <adithya.r@gmail.com>

* name change for language_model_path

Signed-off-by: arendu <adithya.r@gmail.com>

* include inter_attention to IA3

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix in confg

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fixes

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused flag

Signed-off-by: arendu <adithya.r@gmail.com>

* addressing PR comments

Signed-off-by: arendu <adithya.r@gmail.com>

* address PR comments

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix

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

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* CI test

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix in jenkinsfile

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Bug fix - Limit val batches set to 1.0  (#5023)

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Adressed sandeep's comments

* Fixing limit val batches support in bert

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixing limit val batches support in bert

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [bug_fix] kv_channels is used when available (#5066)

* fix bug s.t kv_channels is used when available

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* P&C Docs (#5068) (#5069)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add spe_split_by_unicode_script arg (#5072)

* Add spe_split_by_unicode_script arg

Signed-off-by: Anas <aabouallaban@pm.me>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Anas <aabouallaban@pm.me>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* probabilites -> probabilities (#5078) (#5079)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* increase PR and Issue sweep quantity and active close PRs. (#5073)

* increase PR and Issue sweep quantity and active close PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] added missing German phoneme tokenizer. (#5070) (#5074)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* rename to match prompt leanring (#5076)

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061)

* Fixes to seq2seq eval

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Notebook bug fixes (#5084) (#5085)

* Notebook bug fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Turned nemo install back on

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* reverted notebook

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Updated one line in entity linking nb

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* update strategy in notebook from ddp_fork to dp (#5088) (#5089)

Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix bug in Squeezeformer Conv block (#5011) (#5024)

* Fix bug in Squeezeformer Conv block

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix kernel context

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix access mixin

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fixed megatron lm conversion bug (PTL related) (#5038) (#5063)

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) (#5094)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix numba (#5098)

Signed-off-by: smajumdar <titu1994@gmail.com>

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Make it possible to specify output_filename in normalize_with_audio.py (#5092)

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Greedy decoding confidence for CTC and RNNT (#4931)

* rnnt confidence draft

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* word confidence

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* advanced entropies added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* refactoring

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* oops forgot a file

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* metrics and benchmarking script added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* style fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* texterrors installation added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* lgtm and bug fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix comments

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix typos

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* add missing import after rebase

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Add] SLURP models and examples (#4668)

* add model, util and loss

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor annd update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update docs

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update available models

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor data processing

Signed-off-by: stevehuang52 <heh@nvidia.com>

* fix typo

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update docs

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor and update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update doc

Signed-off-by: stevehuang52 <heh@nvidia.com>

* move transformer to asr.modules

Signed-off-by: stevehuang52 <heh@nvidia.com>

* move transformer to asr.modules

Signed-off-by: stevehuang52 <heh@nvidia.com>

* get rid of jsonlines

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* revert changes to nlp

Signed-off-by: stevehuang52 <heh@nvidia.com>

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com>
Co-authored-by: Jagadeesh Balam <4916480+jbalam-nv@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* only optimize params that are part of the adapter modules (#5086)

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Pipeline Parallel T5 Prompt Learning (#4956)

* Added pre process flag checks and pipeline parallel in fwd

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added rank check for pipeline parallel

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* T5 prompt learning works!

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* IA3 passing CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Fixed typo

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* removed optimizer setup so Adi's change will not conflict

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] remove phonemizer.py (#5090)

remove phonemizer.py and convert code block to markdown in the tutorial.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Decoding with PP > 2 fix (#5091) (#5103)

* set sequence lenghts in the pipeline properly

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] fixed wrong val loss for epoch 0 and inconsistent metrics names (#5087) (#5102)

* fixed hifigan configs as well
* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix and refactor consumed samples save/restore for Megatron models. (#5077)

* Fixes and refactor

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove unused imports

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* RIR corpus generator tool (#4927)

Signed-off-by: Ante Jukić <ajukic@nvidia.com>

Signed-off-by: Ante Jukić <ajukic@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Multiprocessing fix (#5106) (#5107)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Bug fix] PC lexical + audio (#5109) (#5110)

* training running

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Fix] schedulers with no max_steps param (#4564)

* fix schedulers

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update to use python inspect module

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 prompt learning fixes missing from r.11.0 merge (#5075) (#5101)

* Fix special tokens

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add NeMo TTS Primer Tutorial (#4933)

* [TTS] Add NeMo TTS Primer Tutorial

Signed-off-by: Ryan <rlangman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add Squeezeformer CTC model checkpoints on Librispeech (#5121)

Signed-off-by: smajumdar <titu1994@gmail.com>

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* adding loss normalization options to rnnt joint  (#4829)

* adding normalization options to rnnt joint loss

* moving the param to joint

* moving loss normalization to rnnt loss config

* style

* cleaning up

* fixing sum reduction in joint

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* moving reduction into RNNT loss class

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

* typos

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Asr concat dataloader (#5108)

* forced precision

* typo

* initial commit

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typos and bugs

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* reverting conformer encoder

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* additional checks

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* adding support to CTC models as well

* reverting conformer_encoder

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typo

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* merging

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>
Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix blossom ci unittests

Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* bugfix: pybtex.database.InvalidNameString: Too many commas in author field. (#5112) (#5115)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Uppdate container version to 22.09 (#5105)

* update container version

Signed-off-by: ericharper <complex451@gmail.com>

* pin click

Signed-off-by: ericharper <complex451@gmail.com>

* pin click 8.0.2

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Remove unsupported arguments from MegatronNMT (#5065)

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* More fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* pp2 support for T5 IA3 learning and T5 Adapters learning (#5116)

* enabling pp2

Signed-off-by: arendu <adithya.r@gmail.com>

* optimizer update

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

* T5 pp>1 support for adapters and ia3

Signed-off-by: arendu <adithya.r@gmail.com>

* fix bug with missing adapter_tuning

Signed-off-by: arendu <adithya.r@gmail.com>

* inference error fixed, pp=2

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Prompt Learning Fixes for Pipeline Parallel (#5120)

* Initial fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Added back validation acc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Put num workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added relative encoding if statament

Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>

* Added back val loss only validation

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Revert "Added back val loss only validation"

This reverts commit 86d8f4806fe30335c40c3716ce18259939df500f.

* Removed val acc for PP > 1

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Removed enc_seq_len if statement

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added back validation acc calc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Co-authored-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* add doc info (#4721)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add SpanishCharsTokenizer (#5135)

* [TTS] Add SpanishCharsTokenizer

Signed-off-by: Ryan <rlangman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Update megatron interface to dialogue (#4936)

* fix style formatting

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update template to include description of intent

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes based on requests in review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add compatibility with assistant dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove dialogue_state_tracking

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update huggingface utils for dialogue

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename dialogue_state_tracking_hybrid to dialogue_state_tracking_sgdqa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix nemo/collections/nlp/models/dialogue_state_tracking_sgdqa/__init__.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add docstrings for assistant data processsor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins for SGDGEN local checkpoint

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* use local vocab file for Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* patch for Jenkins CI using local file

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add slot filling prediction and metrics

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor metrics code out of Dialogue GPT Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate backward compatible support for IntentSlotClassificationModel (bert model)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* save prediction file for IntentSlotClassification

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue gpt model training for megatron gpt

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove batch generate for HF GPT2, which causes lower performance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add few shot capability to dialogue gpt model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile and remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update code description and clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate compatibility with ZeroShotIntentModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename folder to dialogue due to increased scope and further refactor for clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* added dialogue GPT for sequence generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add CI test for DialogueGPTGenerationModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate DialogueS2SGenerationModel for generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* modify huggingface utils to support HF t5/BART models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bleu metric style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 2 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 3 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate sgd generation based on user user utterance and system slot-values to generate system utterance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add validation model saving capabilities

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* cleaned up code for SGD Based Answer extender

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue Generation CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix Jenkins CI issue"

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add support for design dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support megatron for dialogue_s2s_generation_model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce loaded samples in MSMarcoDataProcessor to 64 when cfg.model.dataset.debug_mode=True

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update checkpoint and predictions filename to include epoch number

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate HF BART MNLI into zero shot intent model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Nearest Neighbour Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor Dialogue SGD Data Processor to make interface for models cleaner

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue S2S Generation model for DialogueSGDDataProcessor interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support sgd and drive thru datasets by zero shot model and nearest neighbour model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add prediction saving code to nearest neighbour and zero shot intent models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo in sgd data processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Mellon QA Data Processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update mellon qa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py to remove outdated info

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address review comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix for cfg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* make dependency on apex optional

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* change NLPDDPluggin calling logic to make it possible to run without apex

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add first draft of tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce ms marco size by removing lines without wellFormedAnswers

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update colab tutorial link in dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* include unit test and some refactor to facilitate unit test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr issues

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove typos in dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support larger files for question answering

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary artifacts to reduce memory use

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* put 0 tensor to device

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update link within dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* restore previously delete files

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error handling when loss = nan

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update nan handling

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss func

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix type error raised in qa_dataset.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add error checking message

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exp logging

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* limit number of negative samples

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused methods and style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add more documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes base on PR review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set wandb logger falseby default

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update interface with megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update inline documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update prompt_ids

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug for megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add megatron t5 inference

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug due to bert tokenizer not being space-aware

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update IntentSlotModel onnx export test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exportable

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* improve speed of rank_candidates and support for p tuning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix megatron prompt learning saving bug

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generate_candidate method

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove repeated init text ids and invert attention masks

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* custom collate fn to remove excess padding in batch

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update complete method to mitigate issue when max seq len is low

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generation interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added save inference ready .nemo file with every checkpoint (#5055)

* Added save inference ready .nemo file with every checkpoint

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Python style fix

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* addressed Adi's comment

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added ptuning check in model checkpoint saving

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed save_nemo_on_valdaition default to False

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Changes global batch size of adapter CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed num workers to 0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added first stage of pipeline check

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118)

* Remove ; from jupyter notebook cells

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typos in documentation/code

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix output message to have 'or equal'

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Link formatting fixes

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Add error if max_utts is used in tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Remove max_utts parameter from tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix max_utts removal in tests

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typo if -> is

Signed-off-by: Igor Gitman <igitman@nvidia.com>

Signed-off-by: Igor Gitman <igitman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Merge r1.12.0 main (#5139)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Add cherry-pick action (#4958)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate transformers requirement

Signed-off-by: ericharper <complex451@gmail.com>

* Release SOTA Lang ID model  (#5080)

* add pretrained lang id model ambernet

Signed-off-by: fayejf <fayejf07@gmail.com>

* update doc and style fix

Signed-off-by: fayejf <fayejf07@gmail.com>

Signed-off-by: fayejf <fayejf07@gmail.com>

* update branch and package info

Signed-off-by: ericharper <complex451@gmail.com>

* remove upper bounds on lightning and transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove transformers offline from ci

Signed-off-by: ericharper <complex451@gmail.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: fayejf <fayejf07@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added ASR model comparison to SDE (#5043)

SDE: Added ASR model comparison tool to SDE
transcribe speech: Added support for many predictions in one file, as well as custom field names
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix nmt eval sampler (#5154)

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Global init steps (#5143)

* move global step to base

Signed-off-by: Yi Dong <yidong@nvidia.com>

* fix fused softmax

Signed-off-by: Yi Dong <yidong@nvidia.com>

* add the missing file

Signed-off-by: Yi Dong <yidong@nvidia.com>

* update the fused kernel

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import error

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import again

Signed-off-by: Yi Dong <yidong@nvidia.com>

Signed-off-by: Yi Dong <yidong@nvidia.com>
Signed-off-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518)

* bug fix - sample rate was being ignored in vocoder dataset when not loading mel
* handled n segments for a different sampling rate than original sampling rate
* Added case for n_segments 0, warning for n_segments greater than file length

Signed-off-by: Paarth Neekhara <paarth.n@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Jocelyn <jocelynh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add EMA support to NeMo (#4764)

* Added Base files

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Some refactors, swap to using MNIST Lnet

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add a few more tests, allow the callback to be set via the exp manager

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Actually run validation for testing

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Run isort

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add test for saving state/fix saving state

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Use dummy model

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add copyright

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Support saving separate EMA weight module

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add standalone functionality/logging

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Expose more parameters

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Modify to allow option to replace validation

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add jenkins test, formatting

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add cherry-pick action (#4958) (#4961)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix changelog builder (#4962) (#4963)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix cherry pick workflow (#4964) (#4965)

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* reorder model check (#4959) (#4967)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* check for active conda environment (#4970) (#4971)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Checkpoint averaging class fix (#4946)

* 1. Added args.class_path to provide it externally.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add ability to give seperate datasets for test, train and validation (#4798)

* Add ability to give seperate datasets for test, train and validation

* Addressed Sandeeps comments

* Addressed Sandeeps comments

* Add ability to give seperate datasets for test, train and validation

* Add ability to give seperate datasets for test, train and validation

* Addressed review comments

* Bug fix for common dataset utils

* Add CI tests

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Reformat code

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

* Bug Fix

* Bug Fix

* Update Jenkinsfile

* Addressed comments

* Addressed Eriks comments.

* Addressed Sandeep

* Update Jenkinsfile

* Update Jenkinsfile

* Update dataset_utils.py

* Update Jenkinsfile

* Update Jenkinsfile

* Use GPT CI config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix label models restoring issue from wrighted cross entropy (#4968) (#4975)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add simple pre-commit file (#4983)

* Add simple pre-commit file

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Exclude docs folder

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Revert "[pre-commit.ci] auto fixes from pre-commit.com hooks"

This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb.

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951)

Signed-off-by: Jin Li <liji@nvidia.com>

Signed-off-by: Jin Li <liji@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Adding speaker embedding conditioning in fastpitch (#4986)

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix ASR issues (#4984) (#4991)

* Fix ASR issues

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Revert fix

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix current tests

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* More test coverage

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address reviews

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop bf16 test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* remove print

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add bf16

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Jin Li <liji@nvidia.com>
Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com>
Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix BF16 test (#5162)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix errors in speaker diarization nemo docs (#5153)

* fix docs and docstrings for MSDD

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix nemo docs errors

Signed-off-by: Taejin Park <tango4j@gmail.com>

* reflected review comments

Signed-off-by: Taejin Park <tango4j@gmail.com>

Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add interleaved pipeline schedule to GPT (#5025)

* add virtual pipeline size to config

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* update for list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* add virtual to init

Signed-off-by: ericharper <complex451@gmail.com>

* update first last stage embedding all reduce

Signed-off-by: ericharper <complex451@gmail.com>

* update sequence parallel all reduce for virtual models

Signed-off-by: ericharper <complex451@gmail.com>

* runs but we get an error

Signed-off-by: ericharper <complex451@gmail.com>

* set virtual rank 0 after looping

Signed-off-by: ericharper <complex451@gmail.com>

* account for virtual when determinining first and last pipeline stages

Signed-off-by: ericharper <complex451@gmail.com>

* checkpointing for virtual models in progress

Signed-off-by: ericharper <complex451@gmail.com>

* add checkpoint hooks

Signed-off-by: ericharper <complex451@gmail.com>

* working on validation when resuming

Signed-off-by: ericharper <complex451@gmail.com>

* skip sanity val steps by default in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove comment

Signed-off-by: ericharper <complex451@gmail.com>

* log number of params

Signed-off-by: ericharper <complex451@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style

Signed-off-by: ericharper <complex451@gmail.com>

* check if self.model is a list

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default size None on init

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default to None in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove ensure_divisibility call

Signed-off-by: ericharper <complex451@gmail.com>

* fix lgtm alerts

Signed-off-by: ericharper <complex451@gmail.com>

* remove num_sanity_val_steps from config

Signed-off-by: ericharper <complex451@gmail.com>

* default virtual pipeline size to none

Signed-off-by: ericharper <complex451@gmail.com>

* check for list

Signed-off-by: ericharper <complex451@gmail.com>

* update assert to make sure we are only doing virtual for gpt

Signed-off-by: ericharper <complex451@gmail.com>

* revert change to get_params_for_weight_decay

Signed-off-by: ericharper <complex451@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* init var

Signed-off-by: ericharper <complex451@gmail.com>

* add import guard for set virtual model parallel world size

Signed-off-by: ericharper <complex451@gmail.com>

* use import guard

Signed-off-by: ericharper <complex451@gmail.com>

* update calls to fake init in eval scripts

Signed-off-by: ericharper <complex451@gmail.com>

* add _get_fwd_bwd_function

Signed-off-by: ericharper <complex451@gmail.com>

* log all total model parameters

Signed-off-by: ericharper <complex451@gmail.com>

* remove unused import

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* reduced to 14 inactive days to be stale for PRs. (#5165)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* refactor TTS documentation organization and add new contents. (#5137)

* refactor TTS documentation organization and add new contents.
* fix asr api bug.
* fix broken links.
* fix unexpected indentation errors.
* fixed unexpected indentation.
* fixed broken paper reference.
* fixed cross-reference and typos.
* fixed toctree errors.
* revert to 'Augmentors'
* reordered TTS tutorial list in starthere.
* ordered api classes alphabetically for each Section.
* fixed underscore typo for fastpitch checkpoint.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* upcase 'Tuning'

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed typo for RAD-TTS Aligner

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* reorder aligner section after mel-gen and vocoders in models.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* clarify Mixer-TTS-X and reorder model descriptions alphabetically.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed some typos and formats.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed old megatron.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed block quote ends without a blank line warnings.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* remove duplicate reference; fixed missing key nlp-megatron-shoeybi2019megatron

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* Revert "removed old megatron.rst."

This reverts commit c5ea1dc3f23272eecfe8040e3abfa54fa122cf73.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed Russian, a hyphen, and add a note about G2P in tts/…
zhehuaichen pushed a commit to zhehuaichen/NeMo that referenced this pull request Oct 4, 2023
* Force working space memory to always be in fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix cost calculation by upcasting to fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix cost calculation by upcasting to fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support to check if numba fp16 is available

Signed-off-by: smajumdar <titu1994@gmail.com>

* add RNN-T loss implemented by PyTorch and test code (#5312)

* Fix the bugs in cache-aware streaming Conformer (#5032)

Signed-off-by: Vahid <vnoroozi@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* IA3 support for GPT and T5 (#4909)

* init commit for ia3 adater training in GPT

Signed-off-by: arendu <adithya.r@gmail.com>

* ia3 adater training in GPT, models and adapter classes

Signed-off-by: arendu <adithya.r@gmail.com>

* reshape to operate even on non-contiguous tensors

Signed-off-by: arendu <adithya.r@gmail.com>

* configs

Signed-off-by: arendu <adithya.r@gmail.com>

* fixed none init

Signed-off-by: arendu <adithya.r@gmail.com>

* adding adapter and ia3 support for T5 based models

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* config update and t5 model adapter and ia3

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused imports

Signed-off-by: arendu <adithya.r@gmail.com>

* predict step for inference

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* adapter inference for t5

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* fixed bug micro and global batch size in eval

Signed-off-by: arendu <adithya.r@gmail.com>

* minor edit

Signed-off-by: arendu <adithya.r@gmail.com>

* agressive truncation if in test examples if no truncation field is given

Signed-off-by: arendu <adithya.r@gmail.com>

* corrected for language_model_path name changes in main

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused import

Signed-off-by: arendu <adithya.r@gmail.com>

* name change for language_model_path

Signed-off-by: arendu <adithya.r@gmail.com>

* include inter_attention to IA3

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix in confg

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fixes

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused flag

Signed-off-by: arendu <adithya.r@gmail.com>

* addressing PR comments

Signed-off-by: arendu <adithya.r@gmail.com>

* address PR comments

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix

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

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* CI test

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix in jenkinsfile

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Bug fix - Limit val batches set to 1.0  (#5023)

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Adressed sandeep's comments

* Fixing limit val batches support in bert

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixing limit val batches support in bert

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [bug_fix] kv_channels is used when available (#5066)

* fix bug s.t kv_channels is used when available

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* P&C Docs (#5068) (#5069)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add spe_split_by_unicode_script arg (#5072)

* Add spe_split_by_unicode_script arg

Signed-off-by: Anas <aabouallaban@pm.me>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Anas <aabouallaban@pm.me>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* probabilites -> probabilities (#5078) (#5079)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* increase PR and Issue sweep quantity and active close PRs. (#5073)

* increase PR and Issue sweep quantity and active close PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] added missing German phoneme tokenizer. (#5070) (#5074)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* rename to match prompt leanring (#5076)

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061)

* Fixes to seq2seq eval

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Notebook bug fixes (#5084) (#5085)

* Notebook bug fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Turned nemo install back on

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* reverted notebook

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Updated one line in entity linking nb

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* update strategy in notebook from ddp_fork to dp (#5088) (#5089)

Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix bug in Squeezeformer Conv block (#5011) (#5024)

* Fix bug in Squeezeformer Conv block

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix kernel context

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix access mixin

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fixed megatron lm conversion bug (PTL related) (#5038) (#5063)

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) (#5094)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix numba (#5098)

Signed-off-by: smajumdar <titu1994@gmail.com>

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Make it possible to specify output_filename in normalize_with_audio.py (#5092)

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Greedy decoding confidence for CTC and RNNT (#4931)

* rnnt confidence draft

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* word confidence

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* advanced entropies added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* refactoring

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* oops forgot a file

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* metrics and benchmarking script added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* style fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* texterrors installation added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* lgtm and bug fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix comments

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix typos

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* add missing import after rebase

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Add] SLURP models and examples (#4668)

* add model, util and loss

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor annd update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update docs

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update available models

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor data processing

Signed-off-by: stevehuang52 <heh@nvidia.com>

* fix typo

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update docs

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor and update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update doc

Signed-off-by: stevehuang52 <heh@nvidia.com>

* move transformer to asr.modules

Signed-off-by: stevehuang52 <heh@nvidia.com>

* move transformer to asr.modules

Signed-off-by: stevehuang52 <heh@nvidia.com>

* get rid of jsonlines

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* revert changes to nlp

Signed-off-by: stevehuang52 <heh@nvidia.com>

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com>
Co-authored-by: Jagadeesh Balam <4916480+jbalam-nv@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* only optimize params that are part of the adapter modules (#5086)

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Pipeline Parallel T5 Prompt Learning (#4956)

* Added pre process flag checks and pipeline parallel in fwd

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added rank check for pipeline parallel

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* T5 prompt learning works!

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* IA3 passing CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Fixed typo

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* removed optimizer setup so Adi's change will not conflict

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] remove phonemizer.py (#5090)

remove phonemizer.py and convert code block to markdown in the tutorial.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Decoding with PP > 2 fix (#5091) (#5103)

* set sequence lenghts in the pipeline properly

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] fixed wrong val loss for epoch 0 and inconsistent metrics names (#5087) (#5102)

* fixed hifigan configs as well
* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix and refactor consumed samples save/restore for Megatron models. (#5077)

* Fixes and refactor

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove unused imports

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* RIR corpus generator tool (#4927)

Signed-off-by: Ante Jukić <ajukic@nvidia.com>

Signed-off-by: Ante Jukić <ajukic@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Multiprocessing fix (#5106) (#5107)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Bug fix] PC lexical + audio (#5109) (#5110)

* training running

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Fix] schedulers with no max_steps param (#4564)

* fix schedulers

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update to use python inspect module

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 prompt learning fixes missing from r.11.0 merge (#5075) (#5101)

* Fix special tokens

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add NeMo TTS Primer Tutorial (#4933)

* [TTS] Add NeMo TTS Primer Tutorial

Signed-off-by: Ryan <rlangman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add Squeezeformer CTC model checkpoints on Librispeech (#5121)

Signed-off-by: smajumdar <titu1994@gmail.com>

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* adding loss normalization options to rnnt joint  (#4829)

* adding normalization options to rnnt joint loss

* moving the param to joint

* moving loss normalization to rnnt loss config

* style

* cleaning up

* fixing sum reduction in joint

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* moving reduction into RNNT loss class

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

* typos

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Asr concat dataloader (#5108)

* forced precision

* typo

* initial commit

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typos and bugs

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* reverting conformer encoder

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* additional checks

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* adding support to CTC models as well

* reverting conformer_encoder

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typo

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* merging

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>
Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix blossom ci unittests

Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* bugfix: pybtex.database.InvalidNameString: Too many commas in author field. (#5112) (#5115)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Uppdate container version to 22.09 (#5105)

* update container version

Signed-off-by: ericharper <complex451@gmail.com>

* pin click

Signed-off-by: ericharper <complex451@gmail.com>

* pin click 8.0.2

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Remove unsupported arguments from MegatronNMT (#5065)

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* More fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* pp2 support for T5 IA3 learning and T5 Adapters learning (#5116)

* enabling pp2

Signed-off-by: arendu <adithya.r@gmail.com>

* optimizer update

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

* T5 pp>1 support for adapters and ia3

Signed-off-by: arendu <adithya.r@gmail.com>

* fix bug with missing adapter_tuning

Signed-off-by: arendu <adithya.r@gmail.com>

* inference error fixed, pp=2

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Prompt Learning Fixes for Pipeline Parallel (#5120)

* Initial fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Added back validation acc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Put num workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added relative encoding if statament

Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>

* Added back val loss only validation

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Revert "Added back val loss only validation"

This reverts commit 86d8f4806fe30335c40c3716ce18259939df500f.

* Removed val acc for PP > 1

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Removed enc_seq_len if statement

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added back validation acc calc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Co-authored-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* add doc info (#4721)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add SpanishCharsTokenizer (#5135)

* [TTS] Add SpanishCharsTokenizer

Signed-off-by: Ryan <rlangman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Update megatron interface to dialogue (#4936)

* fix style formatting

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update template to include description of intent

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes based on requests in review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add compatibility with assistant dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove dialogue_state_tracking

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update huggingface utils for dialogue

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename dialogue_state_tracking_hybrid to dialogue_state_tracking_sgdqa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix nemo/collections/nlp/models/dialogue_state_tracking_sgdqa/__init__.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add docstrings for assistant data processsor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins for SGDGEN local checkpoint

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* use local vocab file for Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* patch for Jenkins CI using local file

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add slot filling prediction and metrics

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor metrics code out of Dialogue GPT Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate backward compatible support for IntentSlotClassificationModel (bert model)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* save prediction file for IntentSlotClassification

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue gpt model training for megatron gpt

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove batch generate for HF GPT2, which causes lower performance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add few shot capability to dialogue gpt model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile and remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update code description and clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate compatibility with ZeroShotIntentModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename folder to dialogue due to increased scope and further refactor for clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* added dialogue GPT for sequence generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add CI test for DialogueGPTGenerationModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate DialogueS2SGenerationModel for generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* modify huggingface utils to support HF t5/BART models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bleu metric style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 2 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 3 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate sgd generation based on user user utterance and system slot-values to generate system utterance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add validation model saving capabilities

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* cleaned up code for SGD Based Answer extender

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue Generation CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix Jenkins CI issue"

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add support for design dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support megatron for dialogue_s2s_generation_model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce loaded samples in MSMarcoDataProcessor to 64 when cfg.model.dataset.debug_mode=True

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update checkpoint and predictions filename to include epoch number

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate HF BART MNLI into zero shot intent model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Nearest Neighbour Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor Dialogue SGD Data Processor to make interface for models cleaner

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue S2S Generation model for DialogueSGDDataProcessor interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support sgd and drive thru datasets by zero shot model and nearest neighbour model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add prediction saving code to nearest neighbour and zero shot intent models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo in sgd data processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Mellon QA Data Processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update mellon qa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py to remove outdated info

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address review comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix for cfg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* make dependency on apex optional

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* change NLPDDPluggin calling logic to make it possible to run without apex

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add first draft of tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce ms marco size by removing lines without wellFormedAnswers

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update colab tutorial link in dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* include unit test and some refactor to facilitate unit test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr issues

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove typos in dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support larger files for question answering

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary artifacts to reduce memory use

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* put 0 tensor to device

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update link within dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* restore previously delete files

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error handling when loss = nan

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update nan handling

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss func

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix type error raised in qa_dataset.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add error checking message

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exp logging

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* limit number of negative samples

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused methods and style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add more documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes base on PR review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set wandb logger falseby default

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update interface with megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update inline documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update prompt_ids

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug for megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add megatron t5 inference

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug due to bert tokenizer not being space-aware

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update IntentSlotModel onnx export test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exportable

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* improve speed of rank_candidates and support for p tuning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix megatron prompt learning saving bug

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generate_candidate method

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove repeated init text ids and invert attention masks

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* custom collate fn to remove excess padding in batch

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update complete method to mitigate issue when max seq len is low

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generation interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added save inference ready .nemo file with every checkpoint (#5055)

* Added save inference ready .nemo file with every checkpoint

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Python style fix

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* addressed Adi's comment

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added ptuning check in model checkpoint saving

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed save_nemo_on_valdaition default to False

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Changes global batch size of adapter CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed num workers to 0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added first stage of pipeline check

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118)

* Remove ; from jupyter notebook cells

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typos in documentation/code

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix output message to have 'or equal'

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Link formatting fixes

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Add error if max_utts is used in tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Remove max_utts parameter from tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix max_utts removal in tests

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typo if -> is

Signed-off-by: Igor Gitman <igitman@nvidia.com>

Signed-off-by: Igor Gitman <igitman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Merge r1.12.0 main (#5139)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Add cherry-pick action (#4958)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate transformers requirement

Signed-off-by: ericharper <complex451@gmail.com>

* Release SOTA Lang ID model  (#5080)

* add pretrained lang id model ambernet

Signed-off-by: fayejf <fayejf07@gmail.com>

* update doc and style fix

Signed-off-by: fayejf <fayejf07@gmail.com>

Signed-off-by: fayejf <fayejf07@gmail.com>

* update branch and package info

Signed-off-by: ericharper <complex451@gmail.com>

* remove upper bounds on lightning and transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove transformers offline from ci

Signed-off-by: ericharper <complex451@gmail.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: fayejf <fayejf07@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added ASR model comparison to SDE (#5043)

SDE: Added ASR model comparison tool to SDE
transcribe speech: Added support for many predictions in one file, as well as custom field names
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix nmt eval sampler (#5154)

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Global init steps (#5143)

* move global step to base

Signed-off-by: Yi Dong <yidong@nvidia.com>

* fix fused softmax

Signed-off-by: Yi Dong <yidong@nvidia.com>

* add the missing file

Signed-off-by: Yi Dong <yidong@nvidia.com>

* update the fused kernel

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import error

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import again

Signed-off-by: Yi Dong <yidong@nvidia.com>

Signed-off-by: Yi Dong <yidong@nvidia.com>
Signed-off-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518)

* bug fix - sample rate was being ignored in vocoder dataset when not loading mel
* handled n segments for a different sampling rate than original sampling rate
* Added case for n_segments 0, warning for n_segments greater than file length

Signed-off-by: Paarth Neekhara <paarth.n@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Jocelyn <jocelynh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add EMA support to NeMo (#4764)

* Added Base files

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Some refactors, swap to using MNIST Lnet

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add a few more tests, allow the callback to be set via the exp manager

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Actually run validation for testing

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Run isort

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add test for saving state/fix saving state

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Use dummy model

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add copyright

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Support saving separate EMA weight module

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add standalone functionality/logging

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Expose more parameters

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Modify to allow option to replace validation

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add jenkins test, formatting

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add cherry-pick action (#4958) (#4961)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix changelog builder (#4962) (#4963)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix cherry pick workflow (#4964) (#4965)

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* reorder model check (#4959) (#4967)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* check for active conda environment (#4970) (#4971)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Checkpoint averaging class fix (#4946)

* 1. Added args.class_path to provide it externally.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add ability to give seperate datasets for test, train and validation (#4798)

* Add ability to give seperate datasets for test, train and validation

* Addressed Sandeeps comments

* Addressed Sandeeps comments

* Add ability to give seperate datasets for test, train and validation

* Add ability to give seperate datasets for test, train and validation

* Addressed review comments

* Bug fix for common dataset utils

* Add CI tests

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Reformat code

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

* Bug Fix

* Bug Fix

* Update Jenkinsfile

* Addressed comments

* Addressed Eriks comments.

* Addressed Sandeep

* Update Jenkinsfile

* Update Jenkinsfile

* Update dataset_utils.py

* Update Jenkinsfile

* Update Jenkinsfile

* Use GPT CI config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix label models restoring issue from wrighted cross entropy (#4968) (#4975)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add simple pre-commit file (#4983)

* Add simple pre-commit file

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Exclude docs folder

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Revert "[pre-commit.ci] auto fixes from pre-commit.com hooks"

This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb.

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951)

Signed-off-by: Jin Li <liji@nvidia.com>

Signed-off-by: Jin Li <liji@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Adding speaker embedding conditioning in fastpitch (#4986)

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix ASR issues (#4984) (#4991)

* Fix ASR issues

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Revert fix

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix current tests

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* More test coverage

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address reviews

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop bf16 test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* remove print

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add bf16

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Jin Li <liji@nvidia.com>
Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com>
Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix BF16 test (#5162)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix errors in speaker diarization nemo docs (#5153)

* fix docs and docstrings for MSDD

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix nemo docs errors

Signed-off-by: Taejin Park <tango4j@gmail.com>

* reflected review comments

Signed-off-by: Taejin Park <tango4j@gmail.com>

Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add interleaved pipeline schedule to GPT (#5025)

* add virtual pipeline size to config

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* update for list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* add virtual to init

Signed-off-by: ericharper <complex451@gmail.com>

* update first last stage embedding all reduce

Signed-off-by: ericharper <complex451@gmail.com>

* update sequence parallel all reduce for virtual models

Signed-off-by: ericharper <complex451@gmail.com>

* runs but we get an error

Signed-off-by: ericharper <complex451@gmail.com>

* set virtual rank 0 after looping

Signed-off-by: ericharper <complex451@gmail.com>

* account for virtual when determinining first and last pipeline stages

Signed-off-by: ericharper <complex451@gmail.com>

* checkpointing for virtual models in progress

Signed-off-by: ericharper <complex451@gmail.com>

* add checkpoint hooks

Signed-off-by: ericharper <complex451@gmail.com>

* working on validation when resuming

Signed-off-by: ericharper <complex451@gmail.com>

* skip sanity val steps by default in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove comment

Signed-off-by: ericharper <complex451@gmail.com>

* log number of params

Signed-off-by: ericharper <complex451@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style

Signed-off-by: ericharper <complex451@gmail.com>

* check if self.model is a list

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default size None on init

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default to None in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove ensure_divisibility call

Signed-off-by: ericharper <complex451@gmail.com>

* fix lgtm alerts

Signed-off-by: ericharper <complex451@gmail.com>

* remove num_sanity_val_steps from config

Signed-off-by: ericharper <complex451@gmail.com>

* default virtual pipeline size to none

Signed-off-by: ericharper <complex451@gmail.com>

* check for list

Signed-off-by: ericharper <complex451@gmail.com>

* update assert to make sure we are only doing virtual for gpt

Signed-off-by: ericharper <complex451@gmail.com>

* revert change to get_params_for_weight_decay

Signed-off-by: ericharper <complex451@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* init var

Signed-off-by: ericharper <complex451@gmail.com>

* add import guard for set virtual model parallel world size

Signed-off-by: ericharper <complex451@gmail.com>

* use import guard

Signed-off-by: ericharper <complex451@gmail.com>

* update calls to fake init in eval scripts

Signed-off-by: ericharper <complex451@gmail.com>

* add _get_fwd_bwd_function

Signed-off-by: ericharper <complex451@gmail.com>

* log all total model parameters

Signed-off-by: ericharper <complex451@gmail.com>

* remove unused import

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* reduced to 14 inactive days to be stale for PRs. (#5165)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* refactor TTS documentation organization and add new contents. (#5137)

* refactor TTS documentation organization and add new contents.
* fix asr api bug.
* fix broken links.
* fix unexpected indentation errors.
* fixed unexpected indentation.
* fixed broken paper reference.
* fixed cross-reference and typos.
* fixed toctree errors.
* revert to 'Augmentors'
* reordered TTS tutorial list in starthere.
* ordered api classes alphabetically for each Section.
* fixed underscore typo for fastpitch checkpoint.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* upcase 'Tuning'

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed typo for RAD-TTS Aligner

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* reorder aligner section after mel-gen and vocoders in models.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* clarify Mixer-TTS-X and reorder model descriptions alphabetically.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed some typos and formats.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed old megatron.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed block quote ends without a blank line warnings.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* remove duplicate reference; fixed missing key nlp-megatron-shoeybi2019megatron

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* Revert "removed old megatron.rst."

This reverts commit c5ea1dc3f23272eecfe8040e3abfa54fa122cf73.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed Russian, a hyphen, and add a note about G2P in tts/…
zhehuaichen pushed a commit to zhehuaichen/NeMo that referenced this pull request Oct 4, 2023
* Force working space memory to always be in fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix cost calculation by upcasting to fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix cost calculation by upcasting to fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support to check if numba fp16 is available

Signed-off-by: smajumdar <titu1994@gmail.com>

* add RNN-T loss implemented by PyTorch and test code (#5312)

* Fix the bugs in cache-aware streaming Conformer (#5032)

Signed-off-by: Vahid <vnoroozi@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* IA3 support for GPT and T5 (#4909)

* init commit for ia3 adater training in GPT

Signed-off-by: arendu <adithya.r@gmail.com>

* ia3 adater training in GPT, models and adapter classes

Signed-off-by: arendu <adithya.r@gmail.com>

* reshape to operate even on non-contiguous tensors

Signed-off-by: arendu <adithya.r@gmail.com>

* configs

Signed-off-by: arendu <adithya.r@gmail.com>

* fixed none init

Signed-off-by: arendu <adithya.r@gmail.com>

* adding adapter and ia3 support for T5 based models

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* config update and t5 model adapter and ia3

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused imports

Signed-off-by: arendu <adithya.r@gmail.com>

* predict step for inference

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* adapter inference for t5

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* fixed bug micro and global batch size in eval

Signed-off-by: arendu <adithya.r@gmail.com>

* minor edit

Signed-off-by: arendu <adithya.r@gmail.com>

* agressive truncation if in test examples if no truncation field is given

Signed-off-by: arendu <adithya.r@gmail.com>

* corrected for language_model_path name changes in main

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused import

Signed-off-by: arendu <adithya.r@gmail.com>

* name change for language_model_path

Signed-off-by: arendu <adithya.r@gmail.com>

* include inter_attention to IA3

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix in confg

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fixes

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused flag

Signed-off-by: arendu <adithya.r@gmail.com>

* addressing PR comments

Signed-off-by: arendu <adithya.r@gmail.com>

* address PR comments

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix

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

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* CI test

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix in jenkinsfile

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Bug fix - Limit val batches set to 1.0  (#5023)

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Adressed sandeep's comments

* Fixing limit val batches support in bert

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixing limit val batches support in bert

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [bug_fix] kv_channels is used when available (#5066)

* fix bug s.t kv_channels is used when available

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* P&C Docs (#5068) (#5069)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add spe_split_by_unicode_script arg (#5072)

* Add spe_split_by_unicode_script arg

Signed-off-by: Anas <aabouallaban@pm.me>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Anas <aabouallaban@pm.me>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* probabilites -> probabilities (#5078) (#5079)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* increase PR and Issue sweep quantity and active close PRs. (#5073)

* increase PR and Issue sweep quantity and active close PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] added missing German phoneme tokenizer. (#5070) (#5074)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* rename to match prompt leanring (#5076)

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061)

* Fixes to seq2seq eval

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Notebook bug fixes (#5084) (#5085)

* Notebook bug fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Turned nemo install back on

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* reverted notebook

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Updated one line in entity linking nb

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* update strategy in notebook from ddp_fork to dp (#5088) (#5089)

Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix bug in Squeezeformer Conv block (#5011) (#5024)

* Fix bug in Squeezeformer Conv block

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix kernel context

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix access mixin

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fixed megatron lm conversion bug (PTL related) (#5038) (#5063)

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) (#5094)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix numba (#5098)

Signed-off-by: smajumdar <titu1994@gmail.com>

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Make it possible to specify output_filename in normalize_with_audio.py (#5092)

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Greedy decoding confidence for CTC and RNNT (#4931)

* rnnt confidence draft

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* word confidence

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* advanced entropies added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* refactoring

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* oops forgot a file

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* metrics and benchmarking script added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* style fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* texterrors installation added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* lgtm and bug fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix comments

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix typos

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* add missing import after rebase

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Add] SLURP models and examples (#4668)

* add model, util and loss

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor annd update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update docs

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update available models

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor data processing

Signed-off-by: stevehuang52 <heh@nvidia.com>

* fix typo

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update docs

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor and update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update doc

Signed-off-by: stevehuang52 <heh@nvidia.com>

* move transformer to asr.modules

Signed-off-by: stevehuang52 <heh@nvidia.com>

* move transformer to asr.modules

Signed-off-by: stevehuang52 <heh@nvidia.com>

* get rid of jsonlines

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* revert changes to nlp

Signed-off-by: stevehuang52 <heh@nvidia.com>

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com>
Co-authored-by: Jagadeesh Balam <4916480+jbalam-nv@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* only optimize params that are part of the adapter modules (#5086)

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Pipeline Parallel T5 Prompt Learning (#4956)

* Added pre process flag checks and pipeline parallel in fwd

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added rank check for pipeline parallel

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* T5 prompt learning works!

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* IA3 passing CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Fixed typo

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* removed optimizer setup so Adi's change will not conflict

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] remove phonemizer.py (#5090)

remove phonemizer.py and convert code block to markdown in the tutorial.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Decoding with PP > 2 fix (#5091) (#5103)

* set sequence lenghts in the pipeline properly

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] fixed wrong val loss for epoch 0 and inconsistent metrics names (#5087) (#5102)

* fixed hifigan configs as well
* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix and refactor consumed samples save/restore for Megatron models. (#5077)

* Fixes and refactor

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove unused imports

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* RIR corpus generator tool (#4927)

Signed-off-by: Ante Jukić <ajukic@nvidia.com>

Signed-off-by: Ante Jukić <ajukic@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Multiprocessing fix (#5106) (#5107)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Bug fix] PC lexical + audio (#5109) (#5110)

* training running

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Fix] schedulers with no max_steps param (#4564)

* fix schedulers

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update to use python inspect module

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 prompt learning fixes missing from r.11.0 merge (#5075) (#5101)

* Fix special tokens

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add NeMo TTS Primer Tutorial (#4933)

* [TTS] Add NeMo TTS Primer Tutorial

Signed-off-by: Ryan <rlangman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add Squeezeformer CTC model checkpoints on Librispeech (#5121)

Signed-off-by: smajumdar <titu1994@gmail.com>

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* adding loss normalization options to rnnt joint  (#4829)

* adding normalization options to rnnt joint loss

* moving the param to joint

* moving loss normalization to rnnt loss config

* style

* cleaning up

* fixing sum reduction in joint

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* moving reduction into RNNT loss class

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

* typos

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Asr concat dataloader (#5108)

* forced precision

* typo

* initial commit

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typos and bugs

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* reverting conformer encoder

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* additional checks

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* adding support to CTC models as well

* reverting conformer_encoder

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typo

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* merging

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>
Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix blossom ci unittests

Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* bugfix: pybtex.database.InvalidNameString: Too many commas in author field. (#5112) (#5115)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Uppdate container version to 22.09 (#5105)

* update container version

Signed-off-by: ericharper <complex451@gmail.com>

* pin click

Signed-off-by: ericharper <complex451@gmail.com>

* pin click 8.0.2

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Remove unsupported arguments from MegatronNMT (#5065)

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* More fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* pp2 support for T5 IA3 learning and T5 Adapters learning (#5116)

* enabling pp2

Signed-off-by: arendu <adithya.r@gmail.com>

* optimizer update

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

* T5 pp>1 support for adapters and ia3

Signed-off-by: arendu <adithya.r@gmail.com>

* fix bug with missing adapter_tuning

Signed-off-by: arendu <adithya.r@gmail.com>

* inference error fixed, pp=2

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Prompt Learning Fixes for Pipeline Parallel (#5120)

* Initial fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Added back validation acc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Put num workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added relative encoding if statament

Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>

* Added back val loss only validation

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Revert "Added back val loss only validation"

This reverts commit 86d8f4806fe30335c40c3716ce18259939df500f.

* Removed val acc for PP > 1

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Removed enc_seq_len if statement

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added back validation acc calc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Co-authored-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* add doc info (#4721)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add SpanishCharsTokenizer (#5135)

* [TTS] Add SpanishCharsTokenizer

Signed-off-by: Ryan <rlangman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Update megatron interface to dialogue (#4936)

* fix style formatting

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update template to include description of intent

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes based on requests in review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add compatibility with assistant dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove dialogue_state_tracking

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update huggingface utils for dialogue

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename dialogue_state_tracking_hybrid to dialogue_state_tracking_sgdqa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix nemo/collections/nlp/models/dialogue_state_tracking_sgdqa/__init__.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add docstrings for assistant data processsor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins for SGDGEN local checkpoint

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* use local vocab file for Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* patch for Jenkins CI using local file

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add slot filling prediction and metrics

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor metrics code out of Dialogue GPT Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate backward compatible support for IntentSlotClassificationModel (bert model)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* save prediction file for IntentSlotClassification

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue gpt model training for megatron gpt

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove batch generate for HF GPT2, which causes lower performance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add few shot capability to dialogue gpt model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile and remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update code description and clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate compatibility with ZeroShotIntentModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename folder to dialogue due to increased scope and further refactor for clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* added dialogue GPT for sequence generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add CI test for DialogueGPTGenerationModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate DialogueS2SGenerationModel for generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* modify huggingface utils to support HF t5/BART models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bleu metric style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 2 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 3 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate sgd generation based on user user utterance and system slot-values to generate system utterance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add validation model saving capabilities

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* cleaned up code for SGD Based Answer extender

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue Generation CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix Jenkins CI issue"

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add support for design dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support megatron for dialogue_s2s_generation_model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce loaded samples in MSMarcoDataProcessor to 64 when cfg.model.dataset.debug_mode=True

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update checkpoint and predictions filename to include epoch number

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate HF BART MNLI into zero shot intent model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Nearest Neighbour Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor Dialogue SGD Data Processor to make interface for models cleaner

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue S2S Generation model for DialogueSGDDataProcessor interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support sgd and drive thru datasets by zero shot model and nearest neighbour model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add prediction saving code to nearest neighbour and zero shot intent models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo in sgd data processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Mellon QA Data Processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update mellon qa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py to remove outdated info

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address review comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix for cfg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* make dependency on apex optional

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* change NLPDDPluggin calling logic to make it possible to run without apex

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add first draft of tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce ms marco size by removing lines without wellFormedAnswers

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update colab tutorial link in dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* include unit test and some refactor to facilitate unit test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr issues

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove typos in dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support larger files for question answering

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary artifacts to reduce memory use

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* put 0 tensor to device

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update link within dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* restore previously delete files

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error handling when loss = nan

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update nan handling

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss func

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix type error raised in qa_dataset.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add error checking message

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exp logging

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* limit number of negative samples

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused methods and style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add more documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes base on PR review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set wandb logger falseby default

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update interface with megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update inline documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update prompt_ids

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug for megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add megatron t5 inference

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug due to bert tokenizer not being space-aware

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update IntentSlotModel onnx export test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exportable

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* improve speed of rank_candidates and support for p tuning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix megatron prompt learning saving bug

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generate_candidate method

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove repeated init text ids and invert attention masks

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* custom collate fn to remove excess padding in batch

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update complete method to mitigate issue when max seq len is low

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generation interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added save inference ready .nemo file with every checkpoint (#5055)

* Added save inference ready .nemo file with every checkpoint

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Python style fix

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* addressed Adi's comment

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added ptuning check in model checkpoint saving

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed save_nemo_on_valdaition default to False

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Changes global batch size of adapter CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed num workers to 0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added first stage of pipeline check

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118)

* Remove ; from jupyter notebook cells

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typos in documentation/code

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix output message to have 'or equal'

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Link formatting fixes

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Add error if max_utts is used in tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Remove max_utts parameter from tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix max_utts removal in tests

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typo if -> is

Signed-off-by: Igor Gitman <igitman@nvidia.com>

Signed-off-by: Igor Gitman <igitman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Merge r1.12.0 main (#5139)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Add cherry-pick action (#4958)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate transformers requirement

Signed-off-by: ericharper <complex451@gmail.com>

* Release SOTA Lang ID model  (#5080)

* add pretrained lang id model ambernet

Signed-off-by: fayejf <fayejf07@gmail.com>

* update doc and style fix

Signed-off-by: fayejf <fayejf07@gmail.com>

Signed-off-by: fayejf <fayejf07@gmail.com>

* update branch and package info

Signed-off-by: ericharper <complex451@gmail.com>

* remove upper bounds on lightning and transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove transformers offline from ci

Signed-off-by: ericharper <complex451@gmail.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: fayejf <fayejf07@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added ASR model comparison to SDE (#5043)

SDE: Added ASR model comparison tool to SDE
transcribe speech: Added support for many predictions in one file, as well as custom field names
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix nmt eval sampler (#5154)

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Global init steps (#5143)

* move global step to base

Signed-off-by: Yi Dong <yidong@nvidia.com>

* fix fused softmax

Signed-off-by: Yi Dong <yidong@nvidia.com>

* add the missing file

Signed-off-by: Yi Dong <yidong@nvidia.com>

* update the fused kernel

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import error

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import again

Signed-off-by: Yi Dong <yidong@nvidia.com>

Signed-off-by: Yi Dong <yidong@nvidia.com>
Signed-off-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518)

* bug fix - sample rate was being ignored in vocoder dataset when not loading mel
* handled n segments for a different sampling rate than original sampling rate
* Added case for n_segments 0, warning for n_segments greater than file length

Signed-off-by: Paarth Neekhara <paarth.n@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Jocelyn <jocelynh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add EMA support to NeMo (#4764)

* Added Base files

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Some refactors, swap to using MNIST Lnet

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add a few more tests, allow the callback to be set via the exp manager

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Actually run validation for testing

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Run isort

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add test for saving state/fix saving state

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Use dummy model

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add copyright

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Support saving separate EMA weight module

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add standalone functionality/logging

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Expose more parameters

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Modify to allow option to replace validation

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add jenkins test, formatting

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add cherry-pick action (#4958) (#4961)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix changelog builder (#4962) (#4963)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix cherry pick workflow (#4964) (#4965)

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* reorder model check (#4959) (#4967)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* check for active conda environment (#4970) (#4971)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Checkpoint averaging class fix (#4946)

* 1. Added args.class_path to provide it externally.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add ability to give seperate datasets for test, train and validation (#4798)

* Add ability to give seperate datasets for test, train and validation

* Addressed Sandeeps comments

* Addressed Sandeeps comments

* Add ability to give seperate datasets for test, train and validation

* Add ability to give seperate datasets for test, train and validation

* Addressed review comments

* Bug fix for common dataset utils

* Add CI tests

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Reformat code

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

* Bug Fix

* Bug Fix

* Update Jenkinsfile

* Addressed comments

* Addressed Eriks comments.

* Addressed Sandeep

* Update Jenkinsfile

* Update Jenkinsfile

* Update dataset_utils.py

* Update Jenkinsfile

* Update Jenkinsfile

* Use GPT CI config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix label models restoring issue from wrighted cross entropy (#4968) (#4975)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add simple pre-commit file (#4983)

* Add simple pre-commit file

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Exclude docs folder

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Revert "[pre-commit.ci] auto fixes from pre-commit.com hooks"

This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb.

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951)

Signed-off-by: Jin Li <liji@nvidia.com>

Signed-off-by: Jin Li <liji@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Adding speaker embedding conditioning in fastpitch (#4986)

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix ASR issues (#4984) (#4991)

* Fix ASR issues

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Revert fix

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix current tests

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* More test coverage

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address reviews

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop bf16 test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* remove print

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add bf16

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Jin Li <liji@nvidia.com>
Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com>
Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix BF16 test (#5162)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix errors in speaker diarization nemo docs (#5153)

* fix docs and docstrings for MSDD

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix nemo docs errors

Signed-off-by: Taejin Park <tango4j@gmail.com>

* reflected review comments

Signed-off-by: Taejin Park <tango4j@gmail.com>

Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add interleaved pipeline schedule to GPT (#5025)

* add virtual pipeline size to config

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* update for list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* add virtual to init

Signed-off-by: ericharper <complex451@gmail.com>

* update first last stage embedding all reduce

Signed-off-by: ericharper <complex451@gmail.com>

* update sequence parallel all reduce for virtual models

Signed-off-by: ericharper <complex451@gmail.com>

* runs but we get an error

Signed-off-by: ericharper <complex451@gmail.com>

* set virtual rank 0 after looping

Signed-off-by: ericharper <complex451@gmail.com>

* account for virtual when determinining first and last pipeline stages

Signed-off-by: ericharper <complex451@gmail.com>

* checkpointing for virtual models in progress

Signed-off-by: ericharper <complex451@gmail.com>

* add checkpoint hooks

Signed-off-by: ericharper <complex451@gmail.com>

* working on validation when resuming

Signed-off-by: ericharper <complex451@gmail.com>

* skip sanity val steps by default in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove comment

Signed-off-by: ericharper <complex451@gmail.com>

* log number of params

Signed-off-by: ericharper <complex451@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style

Signed-off-by: ericharper <complex451@gmail.com>

* check if self.model is a list

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default size None on init

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default to None in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove ensure_divisibility call

Signed-off-by: ericharper <complex451@gmail.com>

* fix lgtm alerts

Signed-off-by: ericharper <complex451@gmail.com>

* remove num_sanity_val_steps from config

Signed-off-by: ericharper <complex451@gmail.com>

* default virtual pipeline size to none

Signed-off-by: ericharper <complex451@gmail.com>

* check for list

Signed-off-by: ericharper <complex451@gmail.com>

* update assert to make sure we are only doing virtual for gpt

Signed-off-by: ericharper <complex451@gmail.com>

* revert change to get_params_for_weight_decay

Signed-off-by: ericharper <complex451@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* init var

Signed-off-by: ericharper <complex451@gmail.com>

* add import guard for set virtual model parallel world size

Signed-off-by: ericharper <complex451@gmail.com>

* use import guard

Signed-off-by: ericharper <complex451@gmail.com>

* update calls to fake init in eval scripts

Signed-off-by: ericharper <complex451@gmail.com>

* add _get_fwd_bwd_function

Signed-off-by: ericharper <complex451@gmail.com>

* log all total model parameters

Signed-off-by: ericharper <complex451@gmail.com>

* remove unused import

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* reduced to 14 inactive days to be stale for PRs. (#5165)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* refactor TTS documentation organization and add new contents. (#5137)

* refactor TTS documentation organization and add new contents.
* fix asr api bug.
* fix broken links.
* fix unexpected indentation errors.
* fixed unexpected indentation.
* fixed broken paper reference.
* fixed cross-reference and typos.
* fixed toctree errors.
* revert to 'Augmentors'
* reordered TTS tutorial list in starthere.
* ordered api classes alphabetically for each Section.
* fixed underscore typo for fastpitch checkpoint.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* upcase 'Tuning'

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed typo for RAD-TTS Aligner

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* reorder aligner section after mel-gen and vocoders in models.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* clarify Mixer-TTS-X and reorder model descriptions alphabetically.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed some typos and formats.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed old megatron.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed block quote ends without a blank line warnings.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* remove duplicate reference; fixed missing key nlp-megatron-shoeybi2019megatron

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* Revert "removed old megatron.rst."

This reverts commit c5ea1dc3f23272eecfe8040e3abfa54fa122cf73.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed Russian, a hyphen, and add a note about G2P in tts/…
zhehuaichen added a commit to zhehuaichen/NeMo that referenced this pull request Oct 4, 2023
* update package info

Signed-off-by: ericharper <complex451@gmail.com>

* fix the mpt chatbot (#6957)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Remove `compute_on_step` from metrics (#6979)

* Remove `compute_on_step` from metrics

Signed-off-by: smajumdar <titu1994@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Remove confusing log message

Signed-off-by: smajumdar <titu1994@gmail.com>

* Update tests

Signed-off-by: smajumdar <titu1994@gmail.com>

---------

Signed-off-by: smajumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Hybrid conformer export (#6983)

* Implemented generic kv-pair setting of export_config from args

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Hybrid conformer export

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Hybrid decoder export

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Cleanup

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Changed from **kwargs

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Docstring

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Docs added

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Stringify args

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Added docs for ASR export configs

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* lowercase ctc

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

---------

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Cache handling without input tensors mutation (#6980)

* Cache handling without input tensors mutation

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Cleanup

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Cleanup#2

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Cleanup#3

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

---------

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>

* fixes for spellmapper (#6994)

Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru>

* Fixing an issue with confidence ensembles (#6987)

* Bug fix for the confidence ensembles

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Relax constraints for the test

Signed-off-by: Igor Gitman <igitman@nvidia.com>

---------

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* [TTS] Append pretrained FastPitch & SpectrogamEnhancer pair to available models (#7012)

* [TTS] fastpitch: add english libritts model with asr stft parameters (25 ms 10 ms)

Signed-off-by: Roman Korostik <rkorostik@nvidia.com>

* [TTS] enhancer: add pretrained model intended for asr finetuning

Signed-off-by: Roman Korostik <rkorostik@nvidia.com>

---------

Signed-off-by: Roman Korostik <rkorostik@nvidia.com>

* Add ASR with TTS Tutorial. Fix enhancer usage. (#6955)

* Add ASR with TTS Tutorial
* Fix enhancer usage

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* install_bs (#7019)

Signed-off-by: Nikolay Karpov <karpnv@gmail.com>

* fix tab text gen (#7022)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* TE bug fix (#7027)

Signed-off-by: Dmytro Pykhtar <dpykhtar@nvidia.com>

* Add support for Numba FP16 RNNT Loss (#6991) (#7038)

* Force working space memory to always be in fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix cost calculation by upcasting to fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix cost calculation by upcasting to fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support to check if numba fp16 is available

Signed-off-by: smajumdar <titu1994@gmail.com>

* add RNN-T loss implemented by PyTorch and test code (#5312)

* Fix the bugs in cache-aware streaming Conformer (#5032)

Signed-off-by: Vahid <vnoroozi@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* IA3 support for GPT and T5 (#4909)

* init commit for ia3 adater training in GPT

Signed-off-by: arendu <adithya.r@gmail.com>

* ia3 adater training in GPT, models and adapter classes

Signed-off-by: arendu <adithya.r@gmail.com>

* reshape to operate even on non-contiguous tensors

Signed-off-by: arendu <adithya.r@gmail.com>

* configs

Signed-off-by: arendu <adithya.r@gmail.com>

* fixed none init

Signed-off-by: arendu <adithya.r@gmail.com>

* adding adapter and ia3 support for T5 based models

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* config update and t5 model adapter and ia3

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused imports

Signed-off-by: arendu <adithya.r@gmail.com>

* predict step for inference

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* adapter inference for t5

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* fixed bug micro and global batch size in eval

Signed-off-by: arendu <adithya.r@gmail.com>

* minor edit

Signed-off-by: arendu <adithya.r@gmail.com>

* agressive truncation if in test examples if no truncation field is given

Signed-off-by: arendu <adithya.r@gmail.com>

* corrected for language_model_path name changes in main

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused import

Signed-off-by: arendu <adithya.r@gmail.com>

* name change for language_model_path

Signed-off-by: arendu <adithya.r@gmail.com>

* include inter_attention to IA3

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix in confg

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fixes

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused flag

Signed-off-by: arendu <adithya.r@gmail.com>

* addressing PR comments

Signed-off-by: arendu <adithya.r@gmail.com>

* address PR comments

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix

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

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* CI test

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix in jenkinsfile

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Bug fix - Limit val batches set to 1.0  (#5023)

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Adressed sandeep's comments

* Fixing limit val batches support in bert

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixing limit val batches support in bert

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [bug_fix] kv_channels is used when available (#5066)

* fix bug s.t kv_channels is used when available

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* P&C Docs (#5068) (#5069)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add spe_split_by_unicode_script arg (#5072)

* Add spe_split_by_unicode_script arg

Signed-off-by: Anas <aabouallaban@pm.me>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Anas <aabouallaban@pm.me>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* probabilites -> probabilities (#5078) (#5079)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* increase PR and Issue sweep quantity and active close PRs. (#5073)

* increase PR and Issue sweep quantity and active close PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] added missing German phoneme tokenizer. (#5070) (#5074)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* rename to match prompt leanring (#5076)

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061)

* Fixes to seq2seq eval

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Notebook bug fixes (#5084) (#5085)

* Notebook bug fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Turned nemo install back on

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* reverted notebook

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Updated one line in entity linking nb

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* update strategy in notebook from ddp_fork to dp (#5088) (#5089)

Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix bug in Squeezeformer Conv block (#5011) (#5024)

* Fix bug in Squeezeformer Conv block

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix kernel context

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix access mixin

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fixed megatron lm conversion bug (PTL related) (#5038) (#5063)

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) (#5094)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix numba (#5098)

Signed-off-by: smajumdar <titu1994@gmail.com>

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Make it possible to specify output_filename in normalize_with_audio.py (#5092)

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Greedy decoding confidence for CTC and RNNT (#4931)

* rnnt confidence draft

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* word confidence

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* advanced entropies added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* refactoring

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* oops forgot a file

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* metrics and benchmarking script added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* style fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* texterrors installation added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* lgtm and bug fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix comments

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix typos

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* add missing import after rebase

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Add] SLURP models and examples (#4668)

* add model, util and loss

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor annd update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update docs

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update available models

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor data processing

Signed-off-by: stevehuang52 <heh@nvidia.com>

* fix typo

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update docs

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor and update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update doc

Signed-off-by: stevehuang52 <heh@nvidia.com>

* move transformer to asr.modules

Signed-off-by: stevehuang52 <heh@nvidia.com>

* move transformer to asr.modules

Signed-off-by: stevehuang52 <heh@nvidia.com>

* get rid of jsonlines

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* revert changes to nlp

Signed-off-by: stevehuang52 <heh@nvidia.com>

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com>
Co-authored-by: Jagadeesh Balam <4916480+jbalam-nv@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* only optimize params that are part of the adapter modules (#5086)

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Pipeline Parallel T5 Prompt Learning (#4956)

* Added pre process flag checks and pipeline parallel in fwd

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added rank check for pipeline parallel

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* T5 prompt learning works!

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* IA3 passing CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Fixed typo

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* removed optimizer setup so Adi's change will not conflict

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] remove phonemizer.py (#5090)

remove phonemizer.py and convert code block to markdown in the tutorial.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Decoding with PP > 2 fix (#5091) (#5103)

* set sequence lenghts in the pipeline properly

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] fixed wrong val loss for epoch 0 and inconsistent metrics names (#5087) (#5102)

* fixed hifigan configs as well
* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix and refactor consumed samples save/restore for Megatron models. (#5077)

* Fixes and refactor

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove unused imports

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* RIR corpus generator tool (#4927)

Signed-off-by: Ante Jukić <ajukic@nvidia.com>

Signed-off-by: Ante Jukić <ajukic@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Multiprocessing fix (#5106) (#5107)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Bug fix] PC lexical + audio (#5109) (#5110)

* training running

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Fix] schedulers with no max_steps param (#4564)

* fix schedulers

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update to use python inspect module

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 prompt learning fixes missing from r.11.0 merge (#5075) (#5101)

* Fix special tokens

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add NeMo TTS Primer Tutorial (#4933)

* [TTS] Add NeMo TTS Primer Tutorial

Signed-off-by: Ryan <rlangman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add Squeezeformer CTC model checkpoints on Librispeech (#5121)

Signed-off-by: smajumdar <titu1994@gmail.com>

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* adding loss normalization options to rnnt joint  (#4829)

* adding normalization options to rnnt joint loss

* moving the param to joint

* moving loss normalization to rnnt loss config

* style

* cleaning up

* fixing sum reduction in joint

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* moving reduction into RNNT loss class

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

* typos

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Asr concat dataloader (#5108)

* forced precision

* typo

* initial commit

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typos and bugs

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* reverting conformer encoder

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* additional checks

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* adding support to CTC models as well

* reverting conformer_encoder

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typo

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* merging

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>
Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix blossom ci unittests

Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* bugfix: pybtex.database.InvalidNameString: Too many commas in author field. (#5112) (#5115)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Uppdate container version to 22.09 (#5105)

* update container version

Signed-off-by: ericharper <complex451@gmail.com>

* pin click

Signed-off-by: ericharper <complex451@gmail.com>

* pin click 8.0.2

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Remove unsupported arguments from MegatronNMT (#5065)

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* More fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* pp2 support for T5 IA3 learning and T5 Adapters learning (#5116)

* enabling pp2

Signed-off-by: arendu <adithya.r@gmail.com>

* optimizer update

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

* T5 pp>1 support for adapters and ia3

Signed-off-by: arendu <adithya.r@gmail.com>

* fix bug with missing adapter_tuning

Signed-off-by: arendu <adithya.r@gmail.com>

* inference error fixed, pp=2

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Prompt Learning Fixes for Pipeline Parallel (#5120)

* Initial fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Added back validation acc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Put num workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added relative encoding if statament

Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>

* Added back val loss only validation

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Revert "Added back val loss only validation"

This reverts commit 86d8f4806fe30335c40c3716ce18259939df500f.

* Removed val acc for PP > 1

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Removed enc_seq_len if statement

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added back validation acc calc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Co-authored-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* add doc info (#4721)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add SpanishCharsTokenizer (#5135)

* [TTS] Add SpanishCharsTokenizer

Signed-off-by: Ryan <rlangman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Update megatron interface to dialogue (#4936)

* fix style formatting

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update template to include description of intent

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes based on requests in review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add compatibility with assistant dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove dialogue_state_tracking

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update huggingface utils for dialogue

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename dialogue_state_tracking_hybrid to dialogue_state_tracking_sgdqa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix nemo/collections/nlp/models/dialogue_state_tracking_sgdqa/__init__.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add docstrings for assistant data processsor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins for SGDGEN local checkpoint

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* use local vocab file for Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* patch for Jenkins CI using local file

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add slot filling prediction and metrics

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor metrics code out of Dialogue GPT Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate backward compatible support for IntentSlotClassificationModel (bert model)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* save prediction file for IntentSlotClassification

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue gpt model training for megatron gpt

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove batch generate for HF GPT2, which causes lower performance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add few shot capability to dialogue gpt model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile and remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update code description and clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate compatibility with ZeroShotIntentModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename folder to dialogue due to increased scope and further refactor for clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* added dialogue GPT for sequence generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add CI test for DialogueGPTGenerationModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate DialogueS2SGenerationModel for generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* modify huggingface utils to support HF t5/BART models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bleu metric style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 2 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 3 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate sgd generation based on user user utterance and system slot-values to generate system utterance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add validation model saving capabilities

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* cleaned up code for SGD Based Answer extender

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue Generation CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix Jenkins CI issue"

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add support for design dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support megatron for dialogue_s2s_generation_model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce loaded samples in MSMarcoDataProcessor to 64 when cfg.model.dataset.debug_mode=True

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update checkpoint and predictions filename to include epoch number

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate HF BART MNLI into zero shot intent model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Nearest Neighbour Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor Dialogue SGD Data Processor to make interface for models cleaner

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue S2S Generation model for DialogueSGDDataProcessor interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support sgd and drive thru datasets by zero shot model and nearest neighbour model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add prediction saving code to nearest neighbour and zero shot intent models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo in sgd data processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Mellon QA Data Processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update mellon qa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py to remove outdated info

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address review comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix for cfg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* make dependency on apex optional

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* change NLPDDPluggin calling logic to make it possible to run without apex

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add first draft of tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce ms marco size by removing lines without wellFormedAnswers

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update colab tutorial link in dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* include unit test and some refactor to facilitate unit test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr issues

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove typos in dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support larger files for question answering

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary artifacts to reduce memory use

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* put 0 tensor to device

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update link within dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* restore previously delete files

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error handling when loss = nan

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update nan handling

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss func

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix type error raised in qa_dataset.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add error checking message

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exp logging

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* limit number of negative samples

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused methods and style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add more documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes base on PR review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set wandb logger falseby default

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update interface with megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update inline documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update prompt_ids

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug for megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add megatron t5 inference

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug due to bert tokenizer not being space-aware

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update IntentSlotModel onnx export test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exportable

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* improve speed of rank_candidates and support for p tuning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix megatron prompt learning saving bug

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generate_candidate method

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove repeated init text ids and invert attention masks

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* custom collate fn to remove excess padding in batch

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update complete method to mitigate issue when max seq len is low

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generation interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added save inference ready .nemo file with every checkpoint (#5055)

* Added save inference ready .nemo file with every checkpoint

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Python style fix

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* addressed Adi's comment

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added ptuning check in model checkpoint saving

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed save_nemo_on_valdaition default to False

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Changes global batch size of adapter CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed num workers to 0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added first stage of pipeline check

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118)

* Remove ; from jupyter notebook cells

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typos in documentation/code

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix output message to have 'or equal'

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Link formatting fixes

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Add error if max_utts is used in tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Remove max_utts parameter from tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix max_utts removal in tests

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typo if -> is

Signed-off-by: Igor Gitman <igitman@nvidia.com>

Signed-off-by: Igor Gitman <igitman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Merge r1.12.0 main (#5139)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Add cherry-pick action (#4958)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate transformers requirement

Signed-off-by: ericharper <complex451@gmail.com>

* Release SOTA Lang ID model  (#5080)

* add pretrained lang id model ambernet

Signed-off-by: fayejf <fayejf07@gmail.com>

* update doc and style fix

Signed-off-by: fayejf <fayejf07@gmail.com>

Signed-off-by: fayejf <fayejf07@gmail.com>

* update branch and package info

Signed-off-by: ericharper <complex451@gmail.com>

* remove upper bounds on lightning and transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove transformers offline from ci

Signed-off-by: ericharper <complex451@gmail.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: fayejf <fayejf07@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added ASR model comparison to SDE (#5043)

SDE: Added ASR model comparison tool to SDE
transcribe speech: Added support for many predictions in one file, as well as custom field names
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix nmt eval sampler (#5154)

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Global init steps (#5143)

* move global step to base

Signed-off-by: Yi Dong <yidong@nvidia.com>

* fix fused softmax

Signed-off-by: Yi Dong <yidong@nvidia.com>

* add the missing file

Signed-off-by: Yi Dong <yidong@nvidia.com>

* update the fused kernel

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import error

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import again

Signed-off-by: Yi Dong <yidong@nvidia.com>

Signed-off-by: Yi Dong <yidong@nvidia.com>
Signed-off-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518)

* bug fix - sample rate was being ignored in vocoder dataset when not loading mel
* handled n segments for a different sampling rate than original sampling rate
* Added case for n_segments 0, warning for n_segments greater than file length

Signed-off-by: Paarth Neekhara <paarth.n@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Jocelyn <jocelynh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add EMA support to NeMo (#4764)

* Added Base files

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Some refactors, swap to using MNIST Lnet

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add a few more tests, allow the callback to be set via the exp manager

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Actually run validation for testing

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Run isort

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add test for saving state/fix saving state

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Use dummy model

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add copyright

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Support saving separate EMA weight module

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add standalone functionality/logging

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Expose more parameters

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Modify to allow option to replace validation

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add jenkins test, formatting

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add cherry-pick action (#4958) (#4961)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix changelog builder (#4962) (#4963)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix cherry pick workflow (#4964) (#4965)

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* reorder model check (#4959) (#4967)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* check for active conda environment (#4970) (#4971)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Checkpoint averaging class fix (#4946)

* 1. Added args.class_path to provide it externally.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add ability to give seperate datasets for test, train and validation (#4798)

* Add ability to give seperate datasets for test, train and validation

* Addressed Sandeeps comments

* Addressed Sandeeps comments

* Add ability to give seperate datasets for test, train and validation

* Add ability to give seperate datasets for test, train and validation

* Addressed review comments

* Bug fix for common dataset utils

* Add CI tests

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Reformat code

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

* Bug Fix

* Bug Fix

* Update Jenkinsfile

* Addressed comments

* Addressed Eriks comments.

* Addressed Sandeep

* Update Jenkinsfile

* Update Jenkinsfile

* Update dataset_utils.py

* Update Jenkinsfile

* Update Jenkinsfile

* Use GPT CI config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix label models restoring issue from wrighted cross entropy (#4968) (#4975)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add simple pre-commit file (#4983)

* Add simple pre-commit file

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Exclude docs folder

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Revert "[pre-commit.ci] auto fixes from pre-commit.com hooks"

This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb.

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951)

Signed-off-by: Jin Li <liji@nvidia.com>

Signed-off-by: Jin Li <liji@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Adding speaker embedding conditioning in fastpitch (#4986)

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix ASR issues (#4984) (#4991)

* Fix ASR issues

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Revert fix

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix current tests

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* More test coverage

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address reviews

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop bf16 test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* remove print

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add bf16

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Jin Li <liji@nvidia.com>
Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com>
Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix BF16 test (#5162)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix errors in speaker diarization nemo docs (#5153)

* fix docs and docstrings for MSDD

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix nemo docs errors

Signed-off-by: Taejin Park <tango4j@gmail.com>

* reflected review comments

Signed-off-by: Taejin Park <tango4j@gmail.com>

Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add interleaved pipeline schedule to GPT (#5025)

* add virtual pipeline size to config

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* update for list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* add virtual to init

Signed-off-by: ericharper <complex451@gmail.com>

* update first last stage embedding all reduce

Signed-off-by: ericharper <complex451@gmail.com>

* update sequence parallel all reduce for virtual models

Signed-off-by: ericharper <complex451@gmail.com>

* runs but we get an error

Signed-off-by: ericharper <complex451@gmail.com>

* set virtual rank 0 after looping

Signed-off-by: ericharper <complex451@gmail.com>

* account for virtual when determinining first and last pipeline stages

Signed-off-by: ericharper <complex451@gmail.com>

* checkpointing for virtual models in progress

Signed-off-by: ericharper <complex451@gmail.com>

* add checkpoint hooks

Signed-off-by: ericharper <complex451@gmail.com>

* working on validation when resuming

Signed-off-by: ericharper <complex451@gmail.com>

* skip sanity val steps by default in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove comment

Signed-off-by: ericharper <complex451@gmail.com>

* log number of params

Signed-off-by: ericharper <complex451@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style

Signed-off-by: ericharper <complex451@gmail.com>

* check if self.model is a list

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default size None on init

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default to None in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove ensure_divisibility call

Signed-off-by: ericharper <complex451@gmail.com>

* fix lgtm alerts

Signed-off-by: ericharper <complex451@gmail.com>

* remove num_sanity_val_steps from config

Signed-off-by: ericharper <com…
zhehuaichen pushed a commit to zhehuaichen/NeMo that referenced this pull request Oct 4, 2023
* Force working space memory to always be in fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix cost calculation by upcasting to fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix cost calculation by upcasting to fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support to check if numba fp16 is available

Signed-off-by: smajumdar <titu1994@gmail.com>

* add RNN-T loss implemented by PyTorch and test code (#5312)

* Fix the bugs in cache-aware streaming Conformer (#5032)

Signed-off-by: Vahid <vnoroozi@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* IA3 support for GPT and T5 (#4909)

* init commit for ia3 adater training in GPT

Signed-off-by: arendu <adithya.r@gmail.com>

* ia3 adater training in GPT, models and adapter classes

Signed-off-by: arendu <adithya.r@gmail.com>

* reshape to operate even on non-contiguous tensors

Signed-off-by: arendu <adithya.r@gmail.com>

* configs

Signed-off-by: arendu <adithya.r@gmail.com>

* fixed none init

Signed-off-by: arendu <adithya.r@gmail.com>

* adding adapter and ia3 support for T5 based models

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* config update and t5 model adapter and ia3

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused imports

Signed-off-by: arendu <adithya.r@gmail.com>

* predict step for inference

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* adapter inference for t5

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* fixed bug micro and global batch size in eval

Signed-off-by: arendu <adithya.r@gmail.com>

* minor edit

Signed-off-by: arendu <adithya.r@gmail.com>

* agressive truncation if in test examples if no truncation field is given

Signed-off-by: arendu <adithya.r@gmail.com>

* corrected for language_model_path name changes in main

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused import

Signed-off-by: arendu <adithya.r@gmail.com>

* name change for language_model_path

Signed-off-by: arendu <adithya.r@gmail.com>

* include inter_attention to IA3

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix in confg

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fixes

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused flag

Signed-off-by: arendu <adithya.r@gmail.com>

* addressing PR comments

Signed-off-by: arendu <adithya.r@gmail.com>

* address PR comments

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix

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

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* CI test

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix in jenkinsfile

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Bug fix - Limit val batches set to 1.0  (#5023)

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Adressed sandeep's comments

* Fixing limit val batches support in bert

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixing limit val batches support in bert

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [bug_fix] kv_channels is used when available (#5066)

* fix bug s.t kv_channels is used when available

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* P&C Docs (#5068) (#5069)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add spe_split_by_unicode_script arg (#5072)

* Add spe_split_by_unicode_script arg

Signed-off-by: Anas <aabouallaban@pm.me>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Anas <aabouallaban@pm.me>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* probabilites -> probabilities (#5078) (#5079)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* increase PR and Issue sweep quantity and active close PRs. (#5073)

* increase PR and Issue sweep quantity and active close PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] added missing German phoneme tokenizer. (#5070) (#5074)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* rename to match prompt leanring (#5076)

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061)

* Fixes to seq2seq eval

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Notebook bug fixes (#5084) (#5085)

* Notebook bug fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Turned nemo install back on

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* reverted notebook

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Updated one line in entity linking nb

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* update strategy in notebook from ddp_fork to dp (#5088) (#5089)

Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix bug in Squeezeformer Conv block (#5011) (#5024)

* Fix bug in Squeezeformer Conv block

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix kernel context

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix access mixin

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fixed megatron lm conversion bug (PTL related) (#5038) (#5063)

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) (#5094)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix numba (#5098)

Signed-off-by: smajumdar <titu1994@gmail.com>

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Make it possible to specify output_filename in normalize_with_audio.py (#5092)

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Greedy decoding confidence for CTC and RNNT (#4931)

* rnnt confidence draft

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* word confidence

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* advanced entropies added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* refactoring

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* oops forgot a file

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* metrics and benchmarking script added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* style fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* texterrors installation added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* lgtm and bug fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix comments

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix typos

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* add missing import after rebase

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Add] SLURP models and examples (#4668)

* add model, util and loss

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor annd update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update docs

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update available models

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor data processing

Signed-off-by: stevehuang52 <heh@nvidia.com>

* fix typo

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update docs

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor and update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update doc

Signed-off-by: stevehuang52 <heh@nvidia.com>

* move transformer to asr.modules

Signed-off-by: stevehuang52 <heh@nvidia.com>

* move transformer to asr.modules

Signed-off-by: stevehuang52 <heh@nvidia.com>

* get rid of jsonlines

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* revert changes to nlp

Signed-off-by: stevehuang52 <heh@nvidia.com>

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com>
Co-authored-by: Jagadeesh Balam <4916480+jbalam-nv@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* only optimize params that are part of the adapter modules (#5086)

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Pipeline Parallel T5 Prompt Learning (#4956)

* Added pre process flag checks and pipeline parallel in fwd

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added rank check for pipeline parallel

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* T5 prompt learning works!

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* IA3 passing CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Fixed typo

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* removed optimizer setup so Adi's change will not conflict

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] remove phonemizer.py (#5090)

remove phonemizer.py and convert code block to markdown in the tutorial.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Decoding with PP > 2 fix (#5091) (#5103)

* set sequence lenghts in the pipeline properly

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] fixed wrong val loss for epoch 0 and inconsistent metrics names (#5087) (#5102)

* fixed hifigan configs as well
* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix and refactor consumed samples save/restore for Megatron models. (#5077)

* Fixes and refactor

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove unused imports

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* RIR corpus generator tool (#4927)

Signed-off-by: Ante Jukić <ajukic@nvidia.com>

Signed-off-by: Ante Jukić <ajukic@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Multiprocessing fix (#5106) (#5107)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Bug fix] PC lexical + audio (#5109) (#5110)

* training running

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Fix] schedulers with no max_steps param (#4564)

* fix schedulers

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update to use python inspect module

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 prompt learning fixes missing from r.11.0 merge (#5075) (#5101)

* Fix special tokens

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add NeMo TTS Primer Tutorial (#4933)

* [TTS] Add NeMo TTS Primer Tutorial

Signed-off-by: Ryan <rlangman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add Squeezeformer CTC model checkpoints on Librispeech (#5121)

Signed-off-by: smajumdar <titu1994@gmail.com>

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* adding loss normalization options to rnnt joint  (#4829)

* adding normalization options to rnnt joint loss

* moving the param to joint

* moving loss normalization to rnnt loss config

* style

* cleaning up

* fixing sum reduction in joint

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* moving reduction into RNNT loss class

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

* typos

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Asr concat dataloader (#5108)

* forced precision

* typo

* initial commit

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typos and bugs

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* reverting conformer encoder

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* additional checks

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* adding support to CTC models as well

* reverting conformer_encoder

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typo

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* merging

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>
Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix blossom ci unittests

Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* bugfix: pybtex.database.InvalidNameString: Too many commas in author field. (#5112) (#5115)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Uppdate container version to 22.09 (#5105)

* update container version

Signed-off-by: ericharper <complex451@gmail.com>

* pin click

Signed-off-by: ericharper <complex451@gmail.com>

* pin click 8.0.2

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Remove unsupported arguments from MegatronNMT (#5065)

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* More fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* pp2 support for T5 IA3 learning and T5 Adapters learning (#5116)

* enabling pp2

Signed-off-by: arendu <adithya.r@gmail.com>

* optimizer update

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

* T5 pp>1 support for adapters and ia3

Signed-off-by: arendu <adithya.r@gmail.com>

* fix bug with missing adapter_tuning

Signed-off-by: arendu <adithya.r@gmail.com>

* inference error fixed, pp=2

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Prompt Learning Fixes for Pipeline Parallel (#5120)

* Initial fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Added back validation acc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Put num workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added relative encoding if statament

Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>

* Added back val loss only validation

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Revert "Added back val loss only validation"

This reverts commit 86d8f4806fe30335c40c3716ce18259939df500f.

* Removed val acc for PP > 1

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Removed enc_seq_len if statement

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added back validation acc calc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Co-authored-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* add doc info (#4721)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add SpanishCharsTokenizer (#5135)

* [TTS] Add SpanishCharsTokenizer

Signed-off-by: Ryan <rlangman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Update megatron interface to dialogue (#4936)

* fix style formatting

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update template to include description of intent

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes based on requests in review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add compatibility with assistant dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove dialogue_state_tracking

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update huggingface utils for dialogue

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename dialogue_state_tracking_hybrid to dialogue_state_tracking_sgdqa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix nemo/collections/nlp/models/dialogue_state_tracking_sgdqa/__init__.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add docstrings for assistant data processsor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins for SGDGEN local checkpoint

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* use local vocab file for Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* patch for Jenkins CI using local file

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add slot filling prediction and metrics

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor metrics code out of Dialogue GPT Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate backward compatible support for IntentSlotClassificationModel (bert model)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* save prediction file for IntentSlotClassification

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue gpt model training for megatron gpt

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove batch generate for HF GPT2, which causes lower performance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add few shot capability to dialogue gpt model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile and remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update code description and clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate compatibility with ZeroShotIntentModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename folder to dialogue due to increased scope and further refactor for clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* added dialogue GPT for sequence generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add CI test for DialogueGPTGenerationModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate DialogueS2SGenerationModel for generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* modify huggingface utils to support HF t5/BART models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bleu metric style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 2 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 3 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate sgd generation based on user user utterance and system slot-values to generate system utterance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add validation model saving capabilities

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* cleaned up code for SGD Based Answer extender

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue Generation CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix Jenkins CI issue"

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add support for design dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support megatron for dialogue_s2s_generation_model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce loaded samples in MSMarcoDataProcessor to 64 when cfg.model.dataset.debug_mode=True

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update checkpoint and predictions filename to include epoch number

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate HF BART MNLI into zero shot intent model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Nearest Neighbour Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor Dialogue SGD Data Processor to make interface for models cleaner

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue S2S Generation model for DialogueSGDDataProcessor interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support sgd and drive thru datasets by zero shot model and nearest neighbour model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add prediction saving code to nearest neighbour and zero shot intent models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo in sgd data processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Mellon QA Data Processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update mellon qa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py to remove outdated info

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address review comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix for cfg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* make dependency on apex optional

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* change NLPDDPluggin calling logic to make it possible to run without apex

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add first draft of tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce ms marco size by removing lines without wellFormedAnswers

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update colab tutorial link in dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* include unit test and some refactor to facilitate unit test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr issues

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove typos in dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support larger files for question answering

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary artifacts to reduce memory use

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* put 0 tensor to device

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update link within dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* restore previously delete files

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error handling when loss = nan

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update nan handling

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss func

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix type error raised in qa_dataset.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add error checking message

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exp logging

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* limit number of negative samples

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused methods and style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add more documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes base on PR review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set wandb logger falseby default

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update interface with megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update inline documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update prompt_ids

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug for megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add megatron t5 inference

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug due to bert tokenizer not being space-aware

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update IntentSlotModel onnx export test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exportable

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* improve speed of rank_candidates and support for p tuning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix megatron prompt learning saving bug

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generate_candidate method

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove repeated init text ids and invert attention masks

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* custom collate fn to remove excess padding in batch

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update complete method to mitigate issue when max seq len is low

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generation interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added save inference ready .nemo file with every checkpoint (#5055)

* Added save inference ready .nemo file with every checkpoint

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Python style fix

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* addressed Adi's comment

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added ptuning check in model checkpoint saving

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed save_nemo_on_valdaition default to False

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Changes global batch size of adapter CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed num workers to 0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added first stage of pipeline check

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118)

* Remove ; from jupyter notebook cells

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typos in documentation/code

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix output message to have 'or equal'

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Link formatting fixes

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Add error if max_utts is used in tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Remove max_utts parameter from tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix max_utts removal in tests

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typo if -> is

Signed-off-by: Igor Gitman <igitman@nvidia.com>

Signed-off-by: Igor Gitman <igitman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Merge r1.12.0 main (#5139)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Add cherry-pick action (#4958)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate transformers requirement

Signed-off-by: ericharper <complex451@gmail.com>

* Release SOTA Lang ID model  (#5080)

* add pretrained lang id model ambernet

Signed-off-by: fayejf <fayejf07@gmail.com>

* update doc and style fix

Signed-off-by: fayejf <fayejf07@gmail.com>

Signed-off-by: fayejf <fayejf07@gmail.com>

* update branch and package info

Signed-off-by: ericharper <complex451@gmail.com>

* remove upper bounds on lightning and transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove transformers offline from ci

Signed-off-by: ericharper <complex451@gmail.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: fayejf <fayejf07@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added ASR model comparison to SDE (#5043)

SDE: Added ASR model comparison tool to SDE
transcribe speech: Added support for many predictions in one file, as well as custom field names
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix nmt eval sampler (#5154)

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Global init steps (#5143)

* move global step to base

Signed-off-by: Yi Dong <yidong@nvidia.com>

* fix fused softmax

Signed-off-by: Yi Dong <yidong@nvidia.com>

* add the missing file

Signed-off-by: Yi Dong <yidong@nvidia.com>

* update the fused kernel

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import error

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import again

Signed-off-by: Yi Dong <yidong@nvidia.com>

Signed-off-by: Yi Dong <yidong@nvidia.com>
Signed-off-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518)

* bug fix - sample rate was being ignored in vocoder dataset when not loading mel
* handled n segments for a different sampling rate than original sampling rate
* Added case for n_segments 0, warning for n_segments greater than file length

Signed-off-by: Paarth Neekhara <paarth.n@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Jocelyn <jocelynh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add EMA support to NeMo (#4764)

* Added Base files

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Some refactors, swap to using MNIST Lnet

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add a few more tests, allow the callback to be set via the exp manager

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Actually run validation for testing

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Run isort

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add test for saving state/fix saving state

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Use dummy model

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add copyright

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Support saving separate EMA weight module

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add standalone functionality/logging

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Expose more parameters

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Modify to allow option to replace validation

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add jenkins test, formatting

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add cherry-pick action (#4958) (#4961)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix changelog builder (#4962) (#4963)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix cherry pick workflow (#4964) (#4965)

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* reorder model check (#4959) (#4967)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* check for active conda environment (#4970) (#4971)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Checkpoint averaging class fix (#4946)

* 1. Added args.class_path to provide it externally.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add ability to give seperate datasets for test, train and validation (#4798)

* Add ability to give seperate datasets for test, train and validation

* Addressed Sandeeps comments

* Addressed Sandeeps comments

* Add ability to give seperate datasets for test, train and validation

* Add ability to give seperate datasets for test, train and validation

* Addressed review comments

* Bug fix for common dataset utils

* Add CI tests

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Reformat code

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

* Bug Fix

* Bug Fix

* Update Jenkinsfile

* Addressed comments

* Addressed Eriks comments.

* Addressed Sandeep

* Update Jenkinsfile

* Update Jenkinsfile

* Update dataset_utils.py

* Update Jenkinsfile

* Update Jenkinsfile

* Use GPT CI config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix label models restoring issue from wrighted cross entropy (#4968) (#4975)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add simple pre-commit file (#4983)

* Add simple pre-commit file

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Exclude docs folder

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Revert "[pre-commit.ci] auto fixes from pre-commit.com hooks"

This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb.

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951)

Signed-off-by: Jin Li <liji@nvidia.com>

Signed-off-by: Jin Li <liji@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Adding speaker embedding conditioning in fastpitch (#4986)

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix ASR issues (#4984) (#4991)

* Fix ASR issues

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Revert fix

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix current tests

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* More test coverage

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address reviews

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop bf16 test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* remove print

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add bf16

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Jin Li <liji@nvidia.com>
Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com>
Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix BF16 test (#5162)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix errors in speaker diarization nemo docs (#5153)

* fix docs and docstrings for MSDD

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix nemo docs errors

Signed-off-by: Taejin Park <tango4j@gmail.com>

* reflected review comments

Signed-off-by: Taejin Park <tango4j@gmail.com>

Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add interleaved pipeline schedule to GPT (#5025)

* add virtual pipeline size to config

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* update for list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* add virtual to init

Signed-off-by: ericharper <complex451@gmail.com>

* update first last stage embedding all reduce

Signed-off-by: ericharper <complex451@gmail.com>

* update sequence parallel all reduce for virtual models

Signed-off-by: ericharper <complex451@gmail.com>

* runs but we get an error

Signed-off-by: ericharper <complex451@gmail.com>

* set virtual rank 0 after looping

Signed-off-by: ericharper <complex451@gmail.com>

* account for virtual when determinining first and last pipeline stages

Signed-off-by: ericharper <complex451@gmail.com>

* checkpointing for virtual models in progress

Signed-off-by: ericharper <complex451@gmail.com>

* add checkpoint hooks

Signed-off-by: ericharper <complex451@gmail.com>

* working on validation when resuming

Signed-off-by: ericharper <complex451@gmail.com>

* skip sanity val steps by default in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove comment

Signed-off-by: ericharper <complex451@gmail.com>

* log number of params

Signed-off-by: ericharper <complex451@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style

Signed-off-by: ericharper <complex451@gmail.com>

* check if self.model is a list

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default size None on init

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default to None in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove ensure_divisibility call

Signed-off-by: ericharper <complex451@gmail.com>

* fix lgtm alerts

Signed-off-by: ericharper <complex451@gmail.com>

* remove num_sanity_val_steps from config

Signed-off-by: ericharper <complex451@gmail.com>

* default virtual pipeline size to none

Signed-off-by: ericharper <complex451@gmail.com>

* check for list

Signed-off-by: ericharper <complex451@gmail.com>

* update assert to make sure we are only doing virtual for gpt

Signed-off-by: ericharper <complex451@gmail.com>

* revert change to get_params_for_weight_decay

Signed-off-by: ericharper <complex451@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* init var

Signed-off-by: ericharper <complex451@gmail.com>

* add import guard for set virtual model parallel world size

Signed-off-by: ericharper <complex451@gmail.com>

* use import guard

Signed-off-by: ericharper <complex451@gmail.com>

* update calls to fake init in eval scripts

Signed-off-by: ericharper <complex451@gmail.com>

* add _get_fwd_bwd_function

Signed-off-by: ericharper <complex451@gmail.com>

* log all total model parameters

Signed-off-by: ericharper <complex451@gmail.com>

* remove unused import

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* reduced to 14 inactive days to be stale for PRs. (#5165)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* refactor TTS documentation organization and add new contents. (#5137)

* refactor TTS documentation organization and add new contents.
* fix asr api bug.
* fix broken links.
* fix unexpected indentation errors.
* fixed unexpected indentation.
* fixed broken paper reference.
* fixed cross-reference and typos.
* fixed toctree errors.
* revert to 'Augmentors'
* reordered TTS tutorial list in starthere.
* ordered api classes alphabetically for each Section.
* fixed underscore typo for fastpitch checkpoint.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* upcase 'Tuning'

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed typo for RAD-TTS Aligner

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* reorder aligner section after mel-gen and vocoders in models.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* clarify Mixer-TTS-X and reorder model descriptions alphabetically.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed some typos and formats.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed old megatron.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed block quote ends without a blank line warnings.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* remove duplicate reference; fixed missing key nlp-megatron-shoeybi2019megatron

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* Revert "removed old megatron.rst."

This reverts commit c5ea1dc3f23272eecfe8040e3abfa54fa122cf73.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed Russian, a hyphen, and add a note about G2P in tts/…
zhehuaichen pushed a commit to zhehuaichen/NeMo that referenced this pull request Oct 4, 2023
* Force working space memory to always be in fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix cost calculation by upcasting to fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix cost calculation by upcasting to fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support to check if numba fp16 is available

Signed-off-by: smajumdar <titu1994@gmail.com>

* add RNN-T loss implemented by PyTorch and test code (#5312)

* Fix the bugs in cache-aware streaming Conformer (#5032)

Signed-off-by: Vahid <vnoroozi@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* IA3 support for GPT and T5 (#4909)

* init commit for ia3 adater training in GPT

Signed-off-by: arendu <adithya.r@gmail.com>

* ia3 adater training in GPT, models and adapter classes

Signed-off-by: arendu <adithya.r@gmail.com>

* reshape to operate even on non-contiguous tensors

Signed-off-by: arendu <adithya.r@gmail.com>

* configs

Signed-off-by: arendu <adithya.r@gmail.com>

* fixed none init

Signed-off-by: arendu <adithya.r@gmail.com>

* adding adapter and ia3 support for T5 based models

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* config update and t5 model adapter and ia3

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused imports

Signed-off-by: arendu <adithya.r@gmail.com>

* predict step for inference

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* adapter inference for t5

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* fixed bug micro and global batch size in eval

Signed-off-by: arendu <adithya.r@gmail.com>

* minor edit

Signed-off-by: arendu <adithya.r@gmail.com>

* agressive truncation if in test examples if no truncation field is given

Signed-off-by: arendu <adithya.r@gmail.com>

* corrected for language_model_path name changes in main

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused import

Signed-off-by: arendu <adithya.r@gmail.com>

* name change for language_model_path

Signed-off-by: arendu <adithya.r@gmail.com>

* include inter_attention to IA3

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix in confg

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fixes

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused flag

Signed-off-by: arendu <adithya.r@gmail.com>

* addressing PR comments

Signed-off-by: arendu <adithya.r@gmail.com>

* address PR comments

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix

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

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* CI test

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix in jenkinsfile

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Bug fix - Limit val batches set to 1.0  (#5023)

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Adressed sandeep's comments

* Fixing limit val batches support in bert

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixing limit val batches support in bert

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [bug_fix] kv_channels is used when available (#5066)

* fix bug s.t kv_channels is used when available

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* P&C Docs (#5068) (#5069)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add spe_split_by_unicode_script arg (#5072)

* Add spe_split_by_unicode_script arg

Signed-off-by: Anas <aabouallaban@pm.me>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Anas <aabouallaban@pm.me>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* probabilites -> probabilities (#5078) (#5079)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* increase PR and Issue sweep quantity and active close PRs. (#5073)

* increase PR and Issue sweep quantity and active close PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] added missing German phoneme tokenizer. (#5070) (#5074)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* rename to match prompt leanring (#5076)

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061)

* Fixes to seq2seq eval

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Notebook bug fixes (#5084) (#5085)

* Notebook bug fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Turned nemo install back on

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* reverted notebook

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Updated one line in entity linking nb

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* update strategy in notebook from ddp_fork to dp (#5088) (#5089)

Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix bug in Squeezeformer Conv block (#5011) (#5024)

* Fix bug in Squeezeformer Conv block

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix kernel context

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix access mixin

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fixed megatron lm conversion bug (PTL related) (#5038) (#5063)

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) (#5094)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix numba (#5098)

Signed-off-by: smajumdar <titu1994@gmail.com>

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Make it possible to specify output_filename in normalize_with_audio.py (#5092)

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Greedy decoding confidence for CTC and RNNT (#4931)

* rnnt confidence draft

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* word confidence

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* advanced entropies added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* refactoring

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* oops forgot a file

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* metrics and benchmarking script added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* style fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* texterrors installation added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* lgtm and bug fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix comments

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix typos

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* add missing import after rebase

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Add] SLURP models and examples (#4668)

* add model, util and loss

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor annd update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update docs

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update available models

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor data processing

Signed-off-by: stevehuang52 <heh@nvidia.com>

* fix typo

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update docs

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor and update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update doc

Signed-off-by: stevehuang52 <heh@nvidia.com>

* move transformer to asr.modules

Signed-off-by: stevehuang52 <heh@nvidia.com>

* move transformer to asr.modules

Signed-off-by: stevehuang52 <heh@nvidia.com>

* get rid of jsonlines

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* revert changes to nlp

Signed-off-by: stevehuang52 <heh@nvidia.com>

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com>
Co-authored-by: Jagadeesh Balam <4916480+jbalam-nv@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* only optimize params that are part of the adapter modules (#5086)

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Pipeline Parallel T5 Prompt Learning (#4956)

* Added pre process flag checks and pipeline parallel in fwd

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added rank check for pipeline parallel

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* T5 prompt learning works!

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* IA3 passing CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Fixed typo

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* removed optimizer setup so Adi's change will not conflict

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] remove phonemizer.py (#5090)

remove phonemizer.py and convert code block to markdown in the tutorial.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Decoding with PP > 2 fix (#5091) (#5103)

* set sequence lenghts in the pipeline properly

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] fixed wrong val loss for epoch 0 and inconsistent metrics names (#5087) (#5102)

* fixed hifigan configs as well
* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix and refactor consumed samples save/restore for Megatron models. (#5077)

* Fixes and refactor

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove unused imports

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* RIR corpus generator tool (#4927)

Signed-off-by: Ante Jukić <ajukic@nvidia.com>

Signed-off-by: Ante Jukić <ajukic@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Multiprocessing fix (#5106) (#5107)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Bug fix] PC lexical + audio (#5109) (#5110)

* training running

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Fix] schedulers with no max_steps param (#4564)

* fix schedulers

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update to use python inspect module

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 prompt learning fixes missing from r.11.0 merge (#5075) (#5101)

* Fix special tokens

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add NeMo TTS Primer Tutorial (#4933)

* [TTS] Add NeMo TTS Primer Tutorial

Signed-off-by: Ryan <rlangman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add Squeezeformer CTC model checkpoints on Librispeech (#5121)

Signed-off-by: smajumdar <titu1994@gmail.com>

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* adding loss normalization options to rnnt joint  (#4829)

* adding normalization options to rnnt joint loss

* moving the param to joint

* moving loss normalization to rnnt loss config

* style

* cleaning up

* fixing sum reduction in joint

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* moving reduction into RNNT loss class

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

* typos

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Asr concat dataloader (#5108)

* forced precision

* typo

* initial commit

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typos and bugs

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* reverting conformer encoder

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* additional checks

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* adding support to CTC models as well

* reverting conformer_encoder

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typo

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* merging

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>
Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix blossom ci unittests

Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* bugfix: pybtex.database.InvalidNameString: Too many commas in author field. (#5112) (#5115)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Uppdate container version to 22.09 (#5105)

* update container version

Signed-off-by: ericharper <complex451@gmail.com>

* pin click

Signed-off-by: ericharper <complex451@gmail.com>

* pin click 8.0.2

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Remove unsupported arguments from MegatronNMT (#5065)

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* More fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* pp2 support for T5 IA3 learning and T5 Adapters learning (#5116)

* enabling pp2

Signed-off-by: arendu <adithya.r@gmail.com>

* optimizer update

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

* T5 pp>1 support for adapters and ia3

Signed-off-by: arendu <adithya.r@gmail.com>

* fix bug with missing adapter_tuning

Signed-off-by: arendu <adithya.r@gmail.com>

* inference error fixed, pp=2

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Prompt Learning Fixes for Pipeline Parallel (#5120)

* Initial fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Added back validation acc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Put num workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added relative encoding if statament

Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>

* Added back val loss only validation

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Revert "Added back val loss only validation"

This reverts commit 86d8f4806fe30335c40c3716ce18259939df500f.

* Removed val acc for PP > 1

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Removed enc_seq_len if statement

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added back validation acc calc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Co-authored-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* add doc info (#4721)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add SpanishCharsTokenizer (#5135)

* [TTS] Add SpanishCharsTokenizer

Signed-off-by: Ryan <rlangman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Update megatron interface to dialogue (#4936)

* fix style formatting

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update template to include description of intent

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes based on requests in review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add compatibility with assistant dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove dialogue_state_tracking

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update huggingface utils for dialogue

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename dialogue_state_tracking_hybrid to dialogue_state_tracking_sgdqa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix nemo/collections/nlp/models/dialogue_state_tracking_sgdqa/__init__.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add docstrings for assistant data processsor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins for SGDGEN local checkpoint

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* use local vocab file for Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* patch for Jenkins CI using local file

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add slot filling prediction and metrics

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor metrics code out of Dialogue GPT Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate backward compatible support for IntentSlotClassificationModel (bert model)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* save prediction file for IntentSlotClassification

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue gpt model training for megatron gpt

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove batch generate for HF GPT2, which causes lower performance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add few shot capability to dialogue gpt model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile and remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update code description and clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate compatibility with ZeroShotIntentModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename folder to dialogue due to increased scope and further refactor for clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* added dialogue GPT for sequence generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add CI test for DialogueGPTGenerationModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate DialogueS2SGenerationModel for generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* modify huggingface utils to support HF t5/BART models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bleu metric style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 2 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 3 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate sgd generation based on user user utterance and system slot-values to generate system utterance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add validation model saving capabilities

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* cleaned up code for SGD Based Answer extender

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue Generation CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix Jenkins CI issue"

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add support for design dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support megatron for dialogue_s2s_generation_model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce loaded samples in MSMarcoDataProcessor to 64 when cfg.model.dataset.debug_mode=True

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update checkpoint and predictions filename to include epoch number

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate HF BART MNLI into zero shot intent model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Nearest Neighbour Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor Dialogue SGD Data Processor to make interface for models cleaner

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue S2S Generation model for DialogueSGDDataProcessor interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support sgd and drive thru datasets by zero shot model and nearest neighbour model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add prediction saving code to nearest neighbour and zero shot intent models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo in sgd data processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Mellon QA Data Processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update mellon qa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py to remove outdated info

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address review comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix for cfg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* make dependency on apex optional

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* change NLPDDPluggin calling logic to make it possible to run without apex

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add first draft of tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce ms marco size by removing lines without wellFormedAnswers

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update colab tutorial link in dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* include unit test and some refactor to facilitate unit test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr issues

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove typos in dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support larger files for question answering

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary artifacts to reduce memory use

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* put 0 tensor to device

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update link within dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* restore previously delete files

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error handling when loss = nan

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update nan handling

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss func

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix type error raised in qa_dataset.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add error checking message

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exp logging

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* limit number of negative samples

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused methods and style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add more documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes base on PR review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set wandb logger falseby default

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update interface with megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update inline documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update prompt_ids

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug for megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add megatron t5 inference

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug due to bert tokenizer not being space-aware

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update IntentSlotModel onnx export test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exportable

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* improve speed of rank_candidates and support for p tuning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix megatron prompt learning saving bug

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generate_candidate method

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove repeated init text ids and invert attention masks

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* custom collate fn to remove excess padding in batch

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update complete method to mitigate issue when max seq len is low

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generation interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added save inference ready .nemo file with every checkpoint (#5055)

* Added save inference ready .nemo file with every checkpoint

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Python style fix

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* addressed Adi's comment

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added ptuning check in model checkpoint saving

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed save_nemo_on_valdaition default to False

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Changes global batch size of adapter CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed num workers to 0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added first stage of pipeline check

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118)

* Remove ; from jupyter notebook cells

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typos in documentation/code

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix output message to have 'or equal'

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Link formatting fixes

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Add error if max_utts is used in tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Remove max_utts parameter from tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix max_utts removal in tests

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typo if -> is

Signed-off-by: Igor Gitman <igitman@nvidia.com>

Signed-off-by: Igor Gitman <igitman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Merge r1.12.0 main (#5139)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Add cherry-pick action (#4958)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate transformers requirement

Signed-off-by: ericharper <complex451@gmail.com>

* Release SOTA Lang ID model  (#5080)

* add pretrained lang id model ambernet

Signed-off-by: fayejf <fayejf07@gmail.com>

* update doc and style fix

Signed-off-by: fayejf <fayejf07@gmail.com>

Signed-off-by: fayejf <fayejf07@gmail.com>

* update branch and package info

Signed-off-by: ericharper <complex451@gmail.com>

* remove upper bounds on lightning and transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove transformers offline from ci

Signed-off-by: ericharper <complex451@gmail.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: fayejf <fayejf07@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added ASR model comparison to SDE (#5043)

SDE: Added ASR model comparison tool to SDE
transcribe speech: Added support for many predictions in one file, as well as custom field names
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix nmt eval sampler (#5154)

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Global init steps (#5143)

* move global step to base

Signed-off-by: Yi Dong <yidong@nvidia.com>

* fix fused softmax

Signed-off-by: Yi Dong <yidong@nvidia.com>

* add the missing file

Signed-off-by: Yi Dong <yidong@nvidia.com>

* update the fused kernel

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import error

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import again

Signed-off-by: Yi Dong <yidong@nvidia.com>

Signed-off-by: Yi Dong <yidong@nvidia.com>
Signed-off-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518)

* bug fix - sample rate was being ignored in vocoder dataset when not loading mel
* handled n segments for a different sampling rate than original sampling rate
* Added case for n_segments 0, warning for n_segments greater than file length

Signed-off-by: Paarth Neekhara <paarth.n@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Jocelyn <jocelynh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add EMA support to NeMo (#4764)

* Added Base files

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Some refactors, swap to using MNIST Lnet

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add a few more tests, allow the callback to be set via the exp manager

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Actually run validation for testing

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Run isort

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add test for saving state/fix saving state

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Use dummy model

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add copyright

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Support saving separate EMA weight module

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add standalone functionality/logging

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Expose more parameters

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Modify to allow option to replace validation

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add jenkins test, formatting

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add cherry-pick action (#4958) (#4961)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix changelog builder (#4962) (#4963)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix cherry pick workflow (#4964) (#4965)

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* reorder model check (#4959) (#4967)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* check for active conda environment (#4970) (#4971)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Checkpoint averaging class fix (#4946)

* 1. Added args.class_path to provide it externally.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add ability to give seperate datasets for test, train and validation (#4798)

* Add ability to give seperate datasets for test, train and validation

* Addressed Sandeeps comments

* Addressed Sandeeps comments

* Add ability to give seperate datasets for test, train and validation

* Add ability to give seperate datasets for test, train and validation

* Addressed review comments

* Bug fix for common dataset utils

* Add CI tests

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Reformat code

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

* Bug Fix

* Bug Fix

* Update Jenkinsfile

* Addressed comments

* Addressed Eriks comments.

* Addressed Sandeep

* Update Jenkinsfile

* Update Jenkinsfile

* Update dataset_utils.py

* Update Jenkinsfile

* Update Jenkinsfile

* Use GPT CI config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix label models restoring issue from wrighted cross entropy (#4968) (#4975)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add simple pre-commit file (#4983)

* Add simple pre-commit file

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Exclude docs folder

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Revert "[pre-commit.ci] auto fixes from pre-commit.com hooks"

This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb.

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951)

Signed-off-by: Jin Li <liji@nvidia.com>

Signed-off-by: Jin Li <liji@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Adding speaker embedding conditioning in fastpitch (#4986)

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix ASR issues (#4984) (#4991)

* Fix ASR issues

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Revert fix

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix current tests

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* More test coverage

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address reviews

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop bf16 test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* remove print

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add bf16

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Jin Li <liji@nvidia.com>
Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com>
Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix BF16 test (#5162)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix errors in speaker diarization nemo docs (#5153)

* fix docs and docstrings for MSDD

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix nemo docs errors

Signed-off-by: Taejin Park <tango4j@gmail.com>

* reflected review comments

Signed-off-by: Taejin Park <tango4j@gmail.com>

Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add interleaved pipeline schedule to GPT (#5025)

* add virtual pipeline size to config

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* update for list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* add virtual to init

Signed-off-by: ericharper <complex451@gmail.com>

* update first last stage embedding all reduce

Signed-off-by: ericharper <complex451@gmail.com>

* update sequence parallel all reduce for virtual models

Signed-off-by: ericharper <complex451@gmail.com>

* runs but we get an error

Signed-off-by: ericharper <complex451@gmail.com>

* set virtual rank 0 after looping

Signed-off-by: ericharper <complex451@gmail.com>

* account for virtual when determinining first and last pipeline stages

Signed-off-by: ericharper <complex451@gmail.com>

* checkpointing for virtual models in progress

Signed-off-by: ericharper <complex451@gmail.com>

* add checkpoint hooks

Signed-off-by: ericharper <complex451@gmail.com>

* working on validation when resuming

Signed-off-by: ericharper <complex451@gmail.com>

* skip sanity val steps by default in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove comment

Signed-off-by: ericharper <complex451@gmail.com>

* log number of params

Signed-off-by: ericharper <complex451@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style

Signed-off-by: ericharper <complex451@gmail.com>

* check if self.model is a list

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default size None on init

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default to None in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove ensure_divisibility call

Signed-off-by: ericharper <complex451@gmail.com>

* fix lgtm alerts

Signed-off-by: ericharper <complex451@gmail.com>

* remove num_sanity_val_steps from config

Signed-off-by: ericharper <complex451@gmail.com>

* default virtual pipeline size to none

Signed-off-by: ericharper <complex451@gmail.com>

* check for list

Signed-off-by: ericharper <complex451@gmail.com>

* update assert to make sure we are only doing virtual for gpt

Signed-off-by: ericharper <complex451@gmail.com>

* revert change to get_params_for_weight_decay

Signed-off-by: ericharper <complex451@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* init var

Signed-off-by: ericharper <complex451@gmail.com>

* add import guard for set virtual model parallel world size

Signed-off-by: ericharper <complex451@gmail.com>

* use import guard

Signed-off-by: ericharper <complex451@gmail.com>

* update calls to fake init in eval scripts

Signed-off-by: ericharper <complex451@gmail.com>

* add _get_fwd_bwd_function

Signed-off-by: ericharper <complex451@gmail.com>

* log all total model parameters

Signed-off-by: ericharper <complex451@gmail.com>

* remove unused import

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* reduced to 14 inactive days to be stale for PRs. (#5165)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* refactor TTS documentation organization and add new contents. (#5137)

* refactor TTS documentation organization and add new contents.
* fix asr api bug.
* fix broken links.
* fix unexpected indentation errors.
* fixed unexpected indentation.
* fixed broken paper reference.
* fixed cross-reference and typos.
* fixed toctree errors.
* revert to 'Augmentors'
* reordered TTS tutorial list in starthere.
* ordered api classes alphabetically for each Section.
* fixed underscore typo for fastpitch checkpoint.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* upcase 'Tuning'

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed typo for RAD-TTS Aligner

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* reorder aligner section after mel-gen and vocoders in models.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* clarify Mixer-TTS-X and reorder model descriptions alphabetically.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed some typos and formats.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed old megatron.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed block quote ends without a blank line warnings.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* remove duplicate reference; fixed missing key nlp-megatron-shoeybi2019megatron

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* Revert "removed old megatron.rst."

This reverts commit c5ea1dc3f23272eecfe8040e3abfa54fa122cf73.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed Russian, a hyphen, and add a note about G2P in tts/…
zhehuaichen pushed a commit to zhehuaichen/NeMo that referenced this pull request Oct 4, 2023
* Force working space memory to always be in fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix cost calculation by upcasting to fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix cost calculation by upcasting to fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support to check if numba fp16 is available

Signed-off-by: smajumdar <titu1994@gmail.com>

* add RNN-T loss implemented by PyTorch and test code (#5312)

* Fix the bugs in cache-aware streaming Conformer (#5032)

Signed-off-by: Vahid <vnoroozi@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* IA3 support for GPT and T5 (#4909)

* init commit for ia3 adater training in GPT

Signed-off-by: arendu <adithya.r@gmail.com>

* ia3 adater training in GPT, models and adapter classes

Signed-off-by: arendu <adithya.r@gmail.com>

* reshape to operate even on non-contiguous tensors

Signed-off-by: arendu <adithya.r@gmail.com>

* configs

Signed-off-by: arendu <adithya.r@gmail.com>

* fixed none init

Signed-off-by: arendu <adithya.r@gmail.com>

* adding adapter and ia3 support for T5 based models

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* config update and t5 model adapter and ia3

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused imports

Signed-off-by: arendu <adithya.r@gmail.com>

* predict step for inference

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* adapter inference for t5

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* fixed bug micro and global batch size in eval

Signed-off-by: arendu <adithya.r@gmail.com>

* minor edit

Signed-off-by: arendu <adithya.r@gmail.com>

* agressive truncation if in test examples if no truncation field is given

Signed-off-by: arendu <adithya.r@gmail.com>

* corrected for language_model_path name changes in main

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused import

Signed-off-by: arendu <adithya.r@gmail.com>

* name change for language_model_path

Signed-off-by: arendu <adithya.r@gmail.com>

* include inter_attention to IA3

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix in confg

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fixes

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused flag

Signed-off-by: arendu <adithya.r@gmail.com>

* addressing PR comments

Signed-off-by: arendu <adithya.r@gmail.com>

* address PR comments

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix

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

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* CI test

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix in jenkinsfile

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Bug fix - Limit val batches set to 1.0  (#5023)

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Adressed sandeep's comments

* Fixing limit val batches support in bert

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixing limit val batches support in bert

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [bug_fix] kv_channels is used when available (#5066)

* fix bug s.t kv_channels is used when available

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* P&C Docs (#5068) (#5069)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add spe_split_by_unicode_script arg (#5072)

* Add spe_split_by_unicode_script arg

Signed-off-by: Anas <aabouallaban@pm.me>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Anas <aabouallaban@pm.me>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* probabilites -> probabilities (#5078) (#5079)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* increase PR and Issue sweep quantity and active close PRs. (#5073)

* increase PR and Issue sweep quantity and active close PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] added missing German phoneme tokenizer. (#5070) (#5074)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* rename to match prompt leanring (#5076)

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061)

* Fixes to seq2seq eval

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Notebook bug fixes (#5084) (#5085)

* Notebook bug fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Turned nemo install back on

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* reverted notebook

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Updated one line in entity linking nb

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* update strategy in notebook from ddp_fork to dp (#5088) (#5089)

Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix bug in Squeezeformer Conv block (#5011) (#5024)

* Fix bug in Squeezeformer Conv block

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix kernel context

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix access mixin

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fixed megatron lm conversion bug (PTL related) (#5038) (#5063)

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) (#5094)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix numba (#5098)

Signed-off-by: smajumdar <titu1994@gmail.com>

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Make it possible to specify output_filename in normalize_with_audio.py (#5092)

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Greedy decoding confidence for CTC and RNNT (#4931)

* rnnt confidence draft

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* word confidence

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* advanced entropies added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* refactoring

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* oops forgot a file

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* metrics and benchmarking script added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* style fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* texterrors installation added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* lgtm and bug fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix comments

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix typos

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* add missing import after rebase

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Add] SLURP models and examples (#4668)

* add model, util and loss

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor annd update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update docs

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update available models

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor data processing

Signed-off-by: stevehuang52 <heh@nvidia.com>

* fix typo

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update docs

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor and update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update doc

Signed-off-by: stevehuang52 <heh@nvidia.com>

* move transformer to asr.modules

Signed-off-by: stevehuang52 <heh@nvidia.com>

* move transformer to asr.modules

Signed-off-by: stevehuang52 <heh@nvidia.com>

* get rid of jsonlines

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* revert changes to nlp

Signed-off-by: stevehuang52 <heh@nvidia.com>

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com>
Co-authored-by: Jagadeesh Balam <4916480+jbalam-nv@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* only optimize params that are part of the adapter modules (#5086)

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Pipeline Parallel T5 Prompt Learning (#4956)

* Added pre process flag checks and pipeline parallel in fwd

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added rank check for pipeline parallel

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* T5 prompt learning works!

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* IA3 passing CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Fixed typo

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* removed optimizer setup so Adi's change will not conflict

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] remove phonemizer.py (#5090)

remove phonemizer.py and convert code block to markdown in the tutorial.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Decoding with PP > 2 fix (#5091) (#5103)

* set sequence lenghts in the pipeline properly

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] fixed wrong val loss for epoch 0 and inconsistent metrics names (#5087) (#5102)

* fixed hifigan configs as well
* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix and refactor consumed samples save/restore for Megatron models. (#5077)

* Fixes and refactor

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove unused imports

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* RIR corpus generator tool (#4927)

Signed-off-by: Ante Jukić <ajukic@nvidia.com>

Signed-off-by: Ante Jukić <ajukic@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Multiprocessing fix (#5106) (#5107)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Bug fix] PC lexical + audio (#5109) (#5110)

* training running

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Fix] schedulers with no max_steps param (#4564)

* fix schedulers

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update to use python inspect module

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 prompt learning fixes missing from r.11.0 merge (#5075) (#5101)

* Fix special tokens

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add NeMo TTS Primer Tutorial (#4933)

* [TTS] Add NeMo TTS Primer Tutorial

Signed-off-by: Ryan <rlangman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add Squeezeformer CTC model checkpoints on Librispeech (#5121)

Signed-off-by: smajumdar <titu1994@gmail.com>

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* adding loss normalization options to rnnt joint  (#4829)

* adding normalization options to rnnt joint loss

* moving the param to joint

* moving loss normalization to rnnt loss config

* style

* cleaning up

* fixing sum reduction in joint

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* moving reduction into RNNT loss class

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

* typos

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Asr concat dataloader (#5108)

* forced precision

* typo

* initial commit

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typos and bugs

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* reverting conformer encoder

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* additional checks

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* adding support to CTC models as well

* reverting conformer_encoder

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typo

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* merging

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>
Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix blossom ci unittests

Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* bugfix: pybtex.database.InvalidNameString: Too many commas in author field. (#5112) (#5115)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Uppdate container version to 22.09 (#5105)

* update container version

Signed-off-by: ericharper <complex451@gmail.com>

* pin click

Signed-off-by: ericharper <complex451@gmail.com>

* pin click 8.0.2

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Remove unsupported arguments from MegatronNMT (#5065)

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* More fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* pp2 support for T5 IA3 learning and T5 Adapters learning (#5116)

* enabling pp2

Signed-off-by: arendu <adithya.r@gmail.com>

* optimizer update

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

* T5 pp>1 support for adapters and ia3

Signed-off-by: arendu <adithya.r@gmail.com>

* fix bug with missing adapter_tuning

Signed-off-by: arendu <adithya.r@gmail.com>

* inference error fixed, pp=2

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Prompt Learning Fixes for Pipeline Parallel (#5120)

* Initial fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Added back validation acc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Put num workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added relative encoding if statament

Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>

* Added back val loss only validation

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Revert "Added back val loss only validation"

This reverts commit 86d8f4806fe30335c40c3716ce18259939df500f.

* Removed val acc for PP > 1

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Removed enc_seq_len if statement

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added back validation acc calc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Co-authored-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* add doc info (#4721)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add SpanishCharsTokenizer (#5135)

* [TTS] Add SpanishCharsTokenizer

Signed-off-by: Ryan <rlangman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Update megatron interface to dialogue (#4936)

* fix style formatting

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update template to include description of intent

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes based on requests in review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add compatibility with assistant dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove dialogue_state_tracking

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update huggingface utils for dialogue

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename dialogue_state_tracking_hybrid to dialogue_state_tracking_sgdqa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix nemo/collections/nlp/models/dialogue_state_tracking_sgdqa/__init__.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add docstrings for assistant data processsor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins for SGDGEN local checkpoint

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* use local vocab file for Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* patch for Jenkins CI using local file

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add slot filling prediction and metrics

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor metrics code out of Dialogue GPT Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate backward compatible support for IntentSlotClassificationModel (bert model)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* save prediction file for IntentSlotClassification

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue gpt model training for megatron gpt

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove batch generate for HF GPT2, which causes lower performance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add few shot capability to dialogue gpt model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile and remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update code description and clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate compatibility with ZeroShotIntentModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename folder to dialogue due to increased scope and further refactor for clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* added dialogue GPT for sequence generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add CI test for DialogueGPTGenerationModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate DialogueS2SGenerationModel for generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* modify huggingface utils to support HF t5/BART models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bleu metric style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 2 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 3 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate sgd generation based on user user utterance and system slot-values to generate system utterance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add validation model saving capabilities

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* cleaned up code for SGD Based Answer extender

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue Generation CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix Jenkins CI issue"

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add support for design dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support megatron for dialogue_s2s_generation_model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce loaded samples in MSMarcoDataProcessor to 64 when cfg.model.dataset.debug_mode=True

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update checkpoint and predictions filename to include epoch number

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate HF BART MNLI into zero shot intent model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Nearest Neighbour Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor Dialogue SGD Data Processor to make interface for models cleaner

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue S2S Generation model for DialogueSGDDataProcessor interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support sgd and drive thru datasets by zero shot model and nearest neighbour model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add prediction saving code to nearest neighbour and zero shot intent models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo in sgd data processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Mellon QA Data Processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update mellon qa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py to remove outdated info

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address review comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix for cfg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* make dependency on apex optional

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* change NLPDDPluggin calling logic to make it possible to run without apex

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add first draft of tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce ms marco size by removing lines without wellFormedAnswers

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update colab tutorial link in dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* include unit test and some refactor to facilitate unit test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr issues

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove typos in dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support larger files for question answering

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary artifacts to reduce memory use

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* put 0 tensor to device

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update link within dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* restore previously delete files

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error handling when loss = nan

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update nan handling

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss func

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix type error raised in qa_dataset.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add error checking message

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exp logging

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* limit number of negative samples

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused methods and style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add more documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes base on PR review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set wandb logger falseby default

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update interface with megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update inline documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update prompt_ids

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug for megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add megatron t5 inference

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug due to bert tokenizer not being space-aware

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update IntentSlotModel onnx export test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exportable

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* improve speed of rank_candidates and support for p tuning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix megatron prompt learning saving bug

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generate_candidate method

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove repeated init text ids and invert attention masks

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* custom collate fn to remove excess padding in batch

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update complete method to mitigate issue when max seq len is low

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generation interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added save inference ready .nemo file with every checkpoint (#5055)

* Added save inference ready .nemo file with every checkpoint

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Python style fix

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* addressed Adi's comment

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added ptuning check in model checkpoint saving

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed save_nemo_on_valdaition default to False

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Changes global batch size of adapter CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed num workers to 0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added first stage of pipeline check

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118)

* Remove ; from jupyter notebook cells

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typos in documentation/code

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix output message to have 'or equal'

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Link formatting fixes

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Add error if max_utts is used in tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Remove max_utts parameter from tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix max_utts removal in tests

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typo if -> is

Signed-off-by: Igor Gitman <igitman@nvidia.com>

Signed-off-by: Igor Gitman <igitman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Merge r1.12.0 main (#5139)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Add cherry-pick action (#4958)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate transformers requirement

Signed-off-by: ericharper <complex451@gmail.com>

* Release SOTA Lang ID model  (#5080)

* add pretrained lang id model ambernet

Signed-off-by: fayejf <fayejf07@gmail.com>

* update doc and style fix

Signed-off-by: fayejf <fayejf07@gmail.com>

Signed-off-by: fayejf <fayejf07@gmail.com>

* update branch and package info

Signed-off-by: ericharper <complex451@gmail.com>

* remove upper bounds on lightning and transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove transformers offline from ci

Signed-off-by: ericharper <complex451@gmail.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: fayejf <fayejf07@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added ASR model comparison to SDE (#5043)

SDE: Added ASR model comparison tool to SDE
transcribe speech: Added support for many predictions in one file, as well as custom field names
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix nmt eval sampler (#5154)

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Global init steps (#5143)

* move global step to base

Signed-off-by: Yi Dong <yidong@nvidia.com>

* fix fused softmax

Signed-off-by: Yi Dong <yidong@nvidia.com>

* add the missing file

Signed-off-by: Yi Dong <yidong@nvidia.com>

* update the fused kernel

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import error

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import again

Signed-off-by: Yi Dong <yidong@nvidia.com>

Signed-off-by: Yi Dong <yidong@nvidia.com>
Signed-off-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518)

* bug fix - sample rate was being ignored in vocoder dataset when not loading mel
* handled n segments for a different sampling rate than original sampling rate
* Added case for n_segments 0, warning for n_segments greater than file length

Signed-off-by: Paarth Neekhara <paarth.n@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Jocelyn <jocelynh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add EMA support to NeMo (#4764)

* Added Base files

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Some refactors, swap to using MNIST Lnet

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add a few more tests, allow the callback to be set via the exp manager

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Actually run validation for testing

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Run isort

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add test for saving state/fix saving state

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Use dummy model

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add copyright

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Support saving separate EMA weight module

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add standalone functionality/logging

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Expose more parameters

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Modify to allow option to replace validation

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add jenkins test, formatting

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add cherry-pick action (#4958) (#4961)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix changelog builder (#4962) (#4963)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix cherry pick workflow (#4964) (#4965)

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* reorder model check (#4959) (#4967)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* check for active conda environment (#4970) (#4971)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Checkpoint averaging class fix (#4946)

* 1. Added args.class_path to provide it externally.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add ability to give seperate datasets for test, train and validation (#4798)

* Add ability to give seperate datasets for test, train and validation

* Addressed Sandeeps comments

* Addressed Sandeeps comments

* Add ability to give seperate datasets for test, train and validation

* Add ability to give seperate datasets for test, train and validation

* Addressed review comments

* Bug fix for common dataset utils

* Add CI tests

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Reformat code

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

* Bug Fix

* Bug Fix

* Update Jenkinsfile

* Addressed comments

* Addressed Eriks comments.

* Addressed Sandeep

* Update Jenkinsfile

* Update Jenkinsfile

* Update dataset_utils.py

* Update Jenkinsfile

* Update Jenkinsfile

* Use GPT CI config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix label models restoring issue from wrighted cross entropy (#4968) (#4975)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add simple pre-commit file (#4983)

* Add simple pre-commit file

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Exclude docs folder

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Revert "[pre-commit.ci] auto fixes from pre-commit.com hooks"

This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb.

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951)

Signed-off-by: Jin Li <liji@nvidia.com>

Signed-off-by: Jin Li <liji@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Adding speaker embedding conditioning in fastpitch (#4986)

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix ASR issues (#4984) (#4991)

* Fix ASR issues

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Revert fix

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix current tests

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* More test coverage

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address reviews

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop bf16 test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* remove print

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add bf16

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Jin Li <liji@nvidia.com>
Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com>
Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix BF16 test (#5162)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix errors in speaker diarization nemo docs (#5153)

* fix docs and docstrings for MSDD

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix nemo docs errors

Signed-off-by: Taejin Park <tango4j@gmail.com>

* reflected review comments

Signed-off-by: Taejin Park <tango4j@gmail.com>

Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add interleaved pipeline schedule to GPT (#5025)

* add virtual pipeline size to config

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* update for list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* add virtual to init

Signed-off-by: ericharper <complex451@gmail.com>

* update first last stage embedding all reduce

Signed-off-by: ericharper <complex451@gmail.com>

* update sequence parallel all reduce for virtual models

Signed-off-by: ericharper <complex451@gmail.com>

* runs but we get an error

Signed-off-by: ericharper <complex451@gmail.com>

* set virtual rank 0 after looping

Signed-off-by: ericharper <complex451@gmail.com>

* account for virtual when determinining first and last pipeline stages

Signed-off-by: ericharper <complex451@gmail.com>

* checkpointing for virtual models in progress

Signed-off-by: ericharper <complex451@gmail.com>

* add checkpoint hooks

Signed-off-by: ericharper <complex451@gmail.com>

* working on validation when resuming

Signed-off-by: ericharper <complex451@gmail.com>

* skip sanity val steps by default in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove comment

Signed-off-by: ericharper <complex451@gmail.com>

* log number of params

Signed-off-by: ericharper <complex451@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style

Signed-off-by: ericharper <complex451@gmail.com>

* check if self.model is a list

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default size None on init

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default to None in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove ensure_divisibility call

Signed-off-by: ericharper <complex451@gmail.com>

* fix lgtm alerts

Signed-off-by: ericharper <complex451@gmail.com>

* remove num_sanity_val_steps from config

Signed-off-by: ericharper <complex451@gmail.com>

* default virtual pipeline size to none

Signed-off-by: ericharper <complex451@gmail.com>

* check for list

Signed-off-by: ericharper <complex451@gmail.com>

* update assert to make sure we are only doing virtual for gpt

Signed-off-by: ericharper <complex451@gmail.com>

* revert change to get_params_for_weight_decay

Signed-off-by: ericharper <complex451@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* init var

Signed-off-by: ericharper <complex451@gmail.com>

* add import guard for set virtual model parallel world size

Signed-off-by: ericharper <complex451@gmail.com>

* use import guard

Signed-off-by: ericharper <complex451@gmail.com>

* update calls to fake init in eval scripts

Signed-off-by: ericharper <complex451@gmail.com>

* add _get_fwd_bwd_function

Signed-off-by: ericharper <complex451@gmail.com>

* log all total model parameters

Signed-off-by: ericharper <complex451@gmail.com>

* remove unused import

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* reduced to 14 inactive days to be stale for PRs. (#5165)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* refactor TTS documentation organization and add new contents. (#5137)

* refactor TTS documentation organization and add new contents.
* fix asr api bug.
* fix broken links.
* fix unexpected indentation errors.
* fixed unexpected indentation.
* fixed broken paper reference.
* fixed cross-reference and typos.
* fixed toctree errors.
* revert to 'Augmentors'
* reordered TTS tutorial list in starthere.
* ordered api classes alphabetically for each Section.
* fixed underscore typo for fastpitch checkpoint.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* upcase 'Tuning'

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed typo for RAD-TTS Aligner

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* reorder aligner section after mel-gen and vocoders in models.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* clarify Mixer-TTS-X and reorder model descriptions alphabetically.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed some typos and formats.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed old megatron.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed block quote ends without a blank line warnings.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* remove duplicate reference; fixed missing key nlp-megatron-shoeybi2019megatron

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* Revert "removed old megatron.rst."

This reverts commit c5ea1dc3f23272eecfe8040e3abfa54fa122cf73.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* removed Russian, a hyphen, and add a note about G2P in tts/…
titu1994 added a commit that referenced this pull request May 11, 2024
* update package info

Signed-off-by: ericharper <complex451@gmail.com>

* fix the mpt chatbot (#6957)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Remove `compute_on_step` from metrics (#6979)

* Remove `compute_on_step` from metrics

Signed-off-by: smajumdar <titu1994@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Remove confusing log message

Signed-off-by: smajumdar <titu1994@gmail.com>

* Update tests

Signed-off-by: smajumdar <titu1994@gmail.com>

---------

Signed-off-by: smajumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Hybrid conformer export (#6983)

* Implemented generic kv-pair setting of export_config from args

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Hybrid conformer export

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Hybrid decoder export

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Cleanup

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Changed from **kwargs

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Docstring

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Docs added

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Stringify args

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Added docs for ASR export configs

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* lowercase ctc

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

---------

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Cache handling without input tensors mutation (#6980)

* Cache handling without input tensors mutation

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Cleanup

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Cleanup#2

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Cleanup#3

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

---------

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>

* fixes for spellmapper (#6994)

Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru>

* Fixing an issue with confidence ensembles (#6987)

* Bug fix for the confidence ensembles

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Relax constraints for the test

Signed-off-by: Igor Gitman <igitman@nvidia.com>

---------

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* [TTS] Append pretrained FastPitch & SpectrogamEnhancer pair to available models (#7012)

* [TTS] fastpitch: add english libritts model with asr stft parameters (25 ms 10 ms)

Signed-off-by: Roman Korostik <rkorostik@nvidia.com>

* [TTS] enhancer: add pretrained model intended for asr finetuning

Signed-off-by: Roman Korostik <rkorostik@nvidia.com>

---------

Signed-off-by: Roman Korostik <rkorostik@nvidia.com>

* Add ASR with TTS Tutorial. Fix enhancer usage. (#6955)

* Add ASR with TTS Tutorial
* Fix enhancer usage

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* install_bs (#7019)

Signed-off-by: Nikolay Karpov <karpnv@gmail.com>

* fix tab text gen (#7022)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* TE bug fix (#7027)

Signed-off-by: Dmytro Pykhtar <dpykhtar@nvidia.com>

* Add support for Numba FP16 RNNT Loss (#6991) (#7038)

* Force working space memory to always be in fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix cost calculation by upcasting to fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix cost calculation by upcasting to fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support to check if numba fp16 is available

Signed-off-by: smajumdar <titu1994@gmail.com>

* add RNN-T loss implemented by PyTorch and test code (#5312)

* Fix the bugs in cache-aware streaming Conformer (#5032)

Signed-off-by: Vahid <vnoroozi@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* IA3 support for GPT and T5 (#4909)

* init commit for ia3 adater training in GPT

Signed-off-by: arendu <adithya.r@gmail.com>

* ia3 adater training in GPT, models and adapter classes

Signed-off-by: arendu <adithya.r@gmail.com>

* reshape to operate even on non-contiguous tensors

Signed-off-by: arendu <adithya.r@gmail.com>

* configs

Signed-off-by: arendu <adithya.r@gmail.com>

* fixed none init

Signed-off-by: arendu <adithya.r@gmail.com>

* adding adapter and ia3 support for T5 based models

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* config update and t5 model adapter and ia3

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused imports

Signed-off-by: arendu <adithya.r@gmail.com>

* predict step for inference

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* adapter inference for t5

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* fixed bug micro and global batch size in eval

Signed-off-by: arendu <adithya.r@gmail.com>

* minor edit

Signed-off-by: arendu <adithya.r@gmail.com>

* agressive truncation if in test examples if no truncation field is given

Signed-off-by: arendu <adithya.r@gmail.com>

* corrected for language_model_path name changes in main

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused import

Signed-off-by: arendu <adithya.r@gmail.com>

* name change for language_model_path

Signed-off-by: arendu <adithya.r@gmail.com>

* include inter_attention to IA3

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix in confg

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fixes

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused flag

Signed-off-by: arendu <adithya.r@gmail.com>

* addressing PR comments

Signed-off-by: arendu <adithya.r@gmail.com>

* address PR comments

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix

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

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* CI test

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix in jenkinsfile

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Bug fix - Limit val batches set to 1.0  (#5023)

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Adressed sandeep's comments

* Fixing limit val batches support in bert

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixing limit val batches support in bert

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [bug_fix] kv_channels is used when available (#5066)

* fix bug s.t kv_channels is used when available

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* P&C Docs (#5068) (#5069)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add spe_split_by_unicode_script arg (#5072)

* Add spe_split_by_unicode_script arg

Signed-off-by: Anas <aabouallaban@pm.me>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Anas <aabouallaban@pm.me>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* probabilites -> probabilities (#5078) (#5079)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* increase PR and Issue sweep quantity and active close PRs. (#5073)

* increase PR and Issue sweep quantity and active close PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] added missing German phoneme tokenizer. (#5070) (#5074)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* rename to match prompt leanring (#5076)

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061)

* Fixes to seq2seq eval

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Notebook bug fixes (#5084) (#5085)

* Notebook bug fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Turned nemo install back on

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* reverted notebook

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Updated one line in entity linking nb

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* update strategy in notebook from ddp_fork to dp (#5088) (#5089)

Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix bug in Squeezeformer Conv block (#5011) (#5024)

* Fix bug in Squeezeformer Conv block

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix kernel context

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix access mixin

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fixed megatron lm conversion bug (PTL related) (#5038) (#5063)

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) (#5094)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix numba (#5098)

Signed-off-by: smajumdar <titu1994@gmail.com>

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Make it possible to specify output_filename in normalize_with_audio.py (#5092)

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Greedy decoding confidence for CTC and RNNT (#4931)

* rnnt confidence draft

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* word confidence

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* advanced entropies added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* refactoring

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* oops forgot a file

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* metrics and benchmarking script added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* style fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* texterrors installation added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* lgtm and bug fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix comments

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix typos

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* add missing import after rebase

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Add] SLURP models and examples (#4668)

* add model, util and loss

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor annd update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update docs

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update available models

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor data processing

Signed-off-by: stevehuang52 <heh@nvidia.com>

* fix typo

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update docs

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor and update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update doc

Signed-off-by: stevehuang52 <heh@nvidia.com>

* move transformer to asr.modules

Signed-off-by: stevehuang52 <heh@nvidia.com>

* move transformer to asr.modules

Signed-off-by: stevehuang52 <heh@nvidia.com>

* get rid of jsonlines

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* revert changes to nlp

Signed-off-by: stevehuang52 <heh@nvidia.com>

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com>
Co-authored-by: Jagadeesh Balam <4916480+jbalam-nv@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* only optimize params that are part of the adapter modules (#5086)

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Pipeline Parallel T5 Prompt Learning (#4956)

* Added pre process flag checks and pipeline parallel in fwd

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added rank check for pipeline parallel

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* T5 prompt learning works!

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* IA3 passing CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Fixed typo

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* removed optimizer setup so Adi's change will not conflict

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] remove phonemizer.py (#5090)

remove phonemizer.py and convert code block to markdown in the tutorial.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Decoding with PP > 2 fix (#5091) (#5103)

* set sequence lenghts in the pipeline properly

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] fixed wrong val loss for epoch 0 and inconsistent metrics names (#5087) (#5102)

* fixed hifigan configs as well
* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix and refactor consumed samples save/restore for Megatron models. (#5077)

* Fixes and refactor

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove unused imports

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* RIR corpus generator tool (#4927)

Signed-off-by: Ante Jukić <ajukic@nvidia.com>

Signed-off-by: Ante Jukić <ajukic@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Multiprocessing fix (#5106) (#5107)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Bug fix] PC lexical + audio (#5109) (#5110)

* training running

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Fix] schedulers with no max_steps param (#4564)

* fix schedulers

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update to use python inspect module

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 prompt learning fixes missing from r.11.0 merge (#5075) (#5101)

* Fix special tokens

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add NeMo TTS Primer Tutorial (#4933)

* [TTS] Add NeMo TTS Primer Tutorial

Signed-off-by: Ryan <rlangman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add Squeezeformer CTC model checkpoints on Librispeech (#5121)

Signed-off-by: smajumdar <titu1994@gmail.com>

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* adding loss normalization options to rnnt joint  (#4829)

* adding normalization options to rnnt joint loss

* moving the param to joint

* moving loss normalization to rnnt loss config

* style

* cleaning up

* fixing sum reduction in joint

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* moving reduction into RNNT loss class

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

* typos

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Asr concat dataloader (#5108)

* forced precision

* typo

* initial commit

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typos and bugs

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* reverting conformer encoder

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* additional checks

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* adding support to CTC models as well

* reverting conformer_encoder

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typo

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* merging

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>
Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix blossom ci unittests

Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* bugfix: pybtex.database.InvalidNameString: Too many commas in author field. (#5112) (#5115)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Uppdate container version to 22.09 (#5105)

* update container version

Signed-off-by: ericharper <complex451@gmail.com>

* pin click

Signed-off-by: ericharper <complex451@gmail.com>

* pin click 8.0.2

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Remove unsupported arguments from MegatronNMT (#5065)

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* More fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* pp2 support for T5 IA3 learning and T5 Adapters learning (#5116)

* enabling pp2

Signed-off-by: arendu <adithya.r@gmail.com>

* optimizer update

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

* T5 pp>1 support for adapters and ia3

Signed-off-by: arendu <adithya.r@gmail.com>

* fix bug with missing adapter_tuning

Signed-off-by: arendu <adithya.r@gmail.com>

* inference error fixed, pp=2

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Prompt Learning Fixes for Pipeline Parallel (#5120)

* Initial fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Added back validation acc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Put num workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added relative encoding if statament

Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>

* Added back val loss only validation

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Revert "Added back val loss only validation"

This reverts commit 86d8f4806fe30335c40c3716ce18259939df500f.

* Removed val acc for PP > 1

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Removed enc_seq_len if statement

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added back validation acc calc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Co-authored-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* add doc info (#4721)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add SpanishCharsTokenizer (#5135)

* [TTS] Add SpanishCharsTokenizer

Signed-off-by: Ryan <rlangman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Update megatron interface to dialogue (#4936)

* fix style formatting

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update template to include description of intent

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes based on requests in review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add compatibility with assistant dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove dialogue_state_tracking

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update huggingface utils for dialogue

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename dialogue_state_tracking_hybrid to dialogue_state_tracking_sgdqa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix nemo/collections/nlp/models/dialogue_state_tracking_sgdqa/__init__.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add docstrings for assistant data processsor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins for SGDGEN local checkpoint

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* use local vocab file for Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* patch for Jenkins CI using local file

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add slot filling prediction and metrics

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor metrics code out of Dialogue GPT Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate backward compatible support for IntentSlotClassificationModel (bert model)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* save prediction file for IntentSlotClassification

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue gpt model training for megatron gpt

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove batch generate for HF GPT2, which causes lower performance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add few shot capability to dialogue gpt model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile and remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update code description and clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate compatibility with ZeroShotIntentModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename folder to dialogue due to increased scope and further refactor for clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* added dialogue GPT for sequence generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add CI test for DialogueGPTGenerationModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate DialogueS2SGenerationModel for generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* modify huggingface utils to support HF t5/BART models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bleu metric style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 2 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 3 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate sgd generation based on user user utterance and system slot-values to generate system utterance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add validation model saving capabilities

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* cleaned up code for SGD Based Answer extender

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue Generation CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix Jenkins CI issue"

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add support for design dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support megatron for dialogue_s2s_generation_model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce loaded samples in MSMarcoDataProcessor to 64 when cfg.model.dataset.debug_mode=True

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update checkpoint and predictions filename to include epoch number

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate HF BART MNLI into zero shot intent model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Nearest Neighbour Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor Dialogue SGD Data Processor to make interface for models cleaner

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue S2S Generation model for DialogueSGDDataProcessor interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support sgd and drive thru datasets by zero shot model and nearest neighbour model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add prediction saving code to nearest neighbour and zero shot intent models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo in sgd data processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Mellon QA Data Processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update mellon qa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py to remove outdated info

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address review comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix for cfg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* make dependency on apex optional

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* change NLPDDPluggin calling logic to make it possible to run without apex

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add first draft of tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce ms marco size by removing lines without wellFormedAnswers

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update colab tutorial link in dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* include unit test and some refactor to facilitate unit test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr issues

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove typos in dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support larger files for question answering

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary artifacts to reduce memory use

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* put 0 tensor to device

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update link within dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* restore previously delete files

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error handling when loss = nan

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update nan handling

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss func

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix type error raised in qa_dataset.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add error checking message

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exp logging

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* limit number of negative samples

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused methods and style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add more documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes base on PR review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set wandb logger falseby default

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update interface with megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update inline documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update prompt_ids

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug for megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add megatron t5 inference

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug due to bert tokenizer not being space-aware

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update IntentSlotModel onnx export test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exportable

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* improve speed of rank_candidates and support for p tuning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix megatron prompt learning saving bug

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generate_candidate method

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove repeated init text ids and invert attention masks

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* custom collate fn to remove excess padding in batch

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update complete method to mitigate issue when max seq len is low

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generation interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added save inference ready .nemo file with every checkpoint (#5055)

* Added save inference ready .nemo file with every checkpoint

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Python style fix

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* addressed Adi's comment

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added ptuning check in model checkpoint saving

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed save_nemo_on_valdaition default to False

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Changes global batch size of adapter CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed num workers to 0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added first stage of pipeline check

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118)

* Remove ; from jupyter notebook cells

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typos in documentation/code

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix output message to have 'or equal'

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Link formatting fixes

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Add error if max_utts is used in tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Remove max_utts parameter from tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix max_utts removal in tests

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typo if -> is

Signed-off-by: Igor Gitman <igitman@nvidia.com>

Signed-off-by: Igor Gitman <igitman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Merge r1.12.0 main (#5139)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Add cherry-pick action (#4958)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate transformers requirement

Signed-off-by: ericharper <complex451@gmail.com>

* Release SOTA Lang ID model  (#5080)

* add pretrained lang id model ambernet

Signed-off-by: fayejf <fayejf07@gmail.com>

* update doc and style fix

Signed-off-by: fayejf <fayejf07@gmail.com>

Signed-off-by: fayejf <fayejf07@gmail.com>

* update branch and package info

Signed-off-by: ericharper <complex451@gmail.com>

* remove upper bounds on lightning and transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove transformers offline from ci

Signed-off-by: ericharper <complex451@gmail.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: fayejf <fayejf07@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added ASR model comparison to SDE (#5043)

SDE: Added ASR model comparison tool to SDE
transcribe speech: Added support for many predictions in one file, as well as custom field names
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix nmt eval sampler (#5154)

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Global init steps (#5143)

* move global step to base

Signed-off-by: Yi Dong <yidong@nvidia.com>

* fix fused softmax

Signed-off-by: Yi Dong <yidong@nvidia.com>

* add the missing file

Signed-off-by: Yi Dong <yidong@nvidia.com>

* update the fused kernel

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import error

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import again

Signed-off-by: Yi Dong <yidong@nvidia.com>

Signed-off-by: Yi Dong <yidong@nvidia.com>
Signed-off-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518)

* bug fix - sample rate was being ignored in vocoder dataset when not loading mel
* handled n segments for a different sampling rate than original sampling rate
* Added case for n_segments 0, warning for n_segments greater than file length

Signed-off-by: Paarth Neekhara <paarth.n@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Jocelyn <jocelynh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add EMA support to NeMo (#4764)

* Added Base files

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Some refactors, swap to using MNIST Lnet

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add a few more tests, allow the callback to be set via the exp manager

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Actually run validation for testing

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Run isort

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add test for saving state/fix saving state

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Use dummy model

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add copyright

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Support saving separate EMA weight module

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add standalone functionality/logging

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Expose more parameters

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Modify to allow option to replace validation

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add jenkins test, formatting

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add cherry-pick action (#4958) (#4961)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix changelog builder (#4962) (#4963)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix cherry pick workflow (#4964) (#4965)

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* reorder model check (#4959) (#4967)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* check for active conda environment (#4970) (#4971)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Checkpoint averaging class fix (#4946)

* 1. Added args.class_path to provide it externally.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add ability to give seperate datasets for test, train and validation (#4798)

* Add ability to give seperate datasets for test, train and validation

* Addressed Sandeeps comments

* Addressed Sandeeps comments

* Add ability to give seperate datasets for test, train and validation

* Add ability to give seperate datasets for test, train and validation

* Addressed review comments

* Bug fix for common dataset utils

* Add CI tests

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Reformat code

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

* Bug Fix

* Bug Fix

* Update Jenkinsfile

* Addressed comments

* Addressed Eriks comments.

* Addressed Sandeep

* Update Jenkinsfile

* Update Jenkinsfile

* Update dataset_utils.py

* Update Jenkinsfile

* Update Jenkinsfile

* Use GPT CI config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix label models restoring issue from wrighted cross entropy (#4968) (#4975)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add simple pre-commit file (#4983)

* Add simple pre-commit file

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Exclude docs folder

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Revert "[pre-commit.ci] auto fixes from pre-commit.com hooks"

This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb.

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951)

Signed-off-by: Jin Li <liji@nvidia.com>

Signed-off-by: Jin Li <liji@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Adding speaker embedding conditioning in fastpitch (#4986)

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix ASR issues (#4984) (#4991)

* Fix ASR issues

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Revert fix

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix current tests

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* More test coverage

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address reviews

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop bf16 test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* remove print

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add bf16

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Jin Li <liji@nvidia.com>
Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com>
Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix BF16 test (#5162)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix errors in speaker diarization nemo docs (#5153)

* fix docs and docstrings for MSDD

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix nemo docs errors

Signed-off-by: Taejin Park <tango4j@gmail.com>

* reflected review comments

Signed-off-by: Taejin Park <tango4j@gmail.com>

Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add interleaved pipeline schedule to GPT (#5025)

* add virtual pipeline size to config

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* update for list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* add virtual to init

Signed-off-by: ericharper <complex451@gmail.com>

* update first last stage embedding all reduce

Signed-off-by: ericharper <complex451@gmail.com>

* update sequence parallel all reduce for virtual models

Signed-off-by: ericharper <complex451@gmail.com>

* runs but we get an error

Signed-off-by: ericharper <complex451@gmail.com>

* set virtual rank 0 after looping

Signed-off-by: ericharper <complex451@gmail.com>

* account for virtual when determinining first and last pipeline stages

Signed-off-by: ericharper <complex451@gmail.com>

* checkpointing for virtual models in progress

Signed-off-by: ericharper <complex451@gmail.com>

* add checkpoint hooks

Signed-off-by: ericharper <complex451@gmail.com>

* working on validation when resuming

Signed-off-by: ericharper <complex451@gmail.com>

* skip sanity val steps by default in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove comment

Signed-off-by: ericharper <complex451@gmail.com>

* log number of params

Signed-off-by: ericharper <complex451@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style

Signed-off-by: ericharper <complex451@gmail.com>

* check if self.model is a list

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default size None on init

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default to None in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove ensure_divisibility call

Signed-off-by: ericharper <complex451@gmail.com>

* fix lgtm alerts

Signed-off-by: ericharper <complex451@gmail.com>

* remove num_sanity_val_steps from config

Signed-off-by: ericharper <complex451@gmai…
BoxiangW pushed a commit to BoxiangW/NeMo that referenced this pull request Jun 5, 2024
* update package info

Signed-off-by: ericharper <complex451@gmail.com>

* fix the mpt chatbot (#6957)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Remove `compute_on_step` from metrics (#6979)

* Remove `compute_on_step` from metrics

Signed-off-by: smajumdar <titu1994@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Remove confusing log message

Signed-off-by: smajumdar <titu1994@gmail.com>

* Update tests

Signed-off-by: smajumdar <titu1994@gmail.com>

---------

Signed-off-by: smajumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Hybrid conformer export (#6983)

* Implemented generic kv-pair setting of export_config from args

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Hybrid conformer export

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Hybrid decoder export

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Cleanup

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Changed from **kwargs

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Docstring

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Docs added

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Stringify args

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Added docs for ASR export configs

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* lowercase ctc

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

---------

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Cache handling without input tensors mutation (#6980)

* Cache handling without input tensors mutation

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Cleanup

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Cleanup#2

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Cleanup#3

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

---------

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>

* fixes for spellmapper (#6994)

Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru>

* Fixing an issue with confidence ensembles (#6987)

* Bug fix for the confidence ensembles

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Relax constraints for the test

Signed-off-by: Igor Gitman <igitman@nvidia.com>

---------

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* [TTS] Append pretrained FastPitch & SpectrogamEnhancer pair to available models (#7012)

* [TTS] fastpitch: add english libritts model with asr stft parameters (25 ms 10 ms)

Signed-off-by: Roman Korostik <rkorostik@nvidia.com>

* [TTS] enhancer: add pretrained model intended for asr finetuning

Signed-off-by: Roman Korostik <rkorostik@nvidia.com>

---------

Signed-off-by: Roman Korostik <rkorostik@nvidia.com>

* Add ASR with TTS Tutorial. Fix enhancer usage. (#6955)

* Add ASR with TTS Tutorial
* Fix enhancer usage

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* install_bs (#7019)

Signed-off-by: Nikolay Karpov <karpnv@gmail.com>

* fix tab text gen (#7022)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* TE bug fix (#7027)

Signed-off-by: Dmytro Pykhtar <dpykhtar@nvidia.com>

* Add support for Numba FP16 RNNT Loss (#6991) (#7038)

* Force working space memory to always be in fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix cost calculation by upcasting to fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix cost calculation by upcasting to fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support to check if numba fp16 is available

Signed-off-by: smajumdar <titu1994@gmail.com>

* add RNN-T loss implemented by PyTorch and test code (#5312)

* Fix the bugs in cache-aware streaming Conformer (#5032)

Signed-off-by: Vahid <vnoroozi@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* IA3 support for GPT and T5 (#4909)

* init commit for ia3 adater training in GPT

Signed-off-by: arendu <adithya.r@gmail.com>

* ia3 adater training in GPT, models and adapter classes

Signed-off-by: arendu <adithya.r@gmail.com>

* reshape to operate even on non-contiguous tensors

Signed-off-by: arendu <adithya.r@gmail.com>

* configs

Signed-off-by: arendu <adithya.r@gmail.com>

* fixed none init

Signed-off-by: arendu <adithya.r@gmail.com>

* adding adapter and ia3 support for T5 based models

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* config update and t5 model adapter and ia3

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused imports

Signed-off-by: arendu <adithya.r@gmail.com>

* predict step for inference

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* adapter inference for t5

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* fixed bug micro and global batch size in eval

Signed-off-by: arendu <adithya.r@gmail.com>

* minor edit

Signed-off-by: arendu <adithya.r@gmail.com>

* agressive truncation if in test examples if no truncation field is given

Signed-off-by: arendu <adithya.r@gmail.com>

* corrected for language_model_path name changes in main

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused import

Signed-off-by: arendu <adithya.r@gmail.com>

* name change for language_model_path

Signed-off-by: arendu <adithya.r@gmail.com>

* include inter_attention to IA3

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix in confg

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fixes

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused flag

Signed-off-by: arendu <adithya.r@gmail.com>

* addressing PR comments

Signed-off-by: arendu <adithya.r@gmail.com>

* address PR comments

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix

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

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* CI test

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix in jenkinsfile

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Bug fix - Limit val batches set to 1.0  (#5023)

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Adressed sandeep's comments

* Fixing limit val batches support in bert

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixing limit val batches support in bert

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [bug_fix] kv_channels is used when available (#5066)

* fix bug s.t kv_channels is used when available

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* P&C Docs (#5068) (#5069)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add spe_split_by_unicode_script arg (#5072)

* Add spe_split_by_unicode_script arg

Signed-off-by: Anas <aabouallaban@pm.me>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Anas <aabouallaban@pm.me>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* probabilites -> probabilities (#5078) (#5079)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* increase PR and Issue sweep quantity and active close PRs. (#5073)

* increase PR and Issue sweep quantity and active close PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] added missing German phoneme tokenizer. (#5070) (#5074)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* rename to match prompt leanring (#5076)

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061)

* Fixes to seq2seq eval

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Notebook bug fixes (#5084) (#5085)

* Notebook bug fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Turned nemo install back on

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* reverted notebook

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Updated one line in entity linking nb

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* update strategy in notebook from ddp_fork to dp (#5088) (#5089)

Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix bug in Squeezeformer Conv block (#5011) (#5024)

* Fix bug in Squeezeformer Conv block

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix kernel context

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix access mixin

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fixed megatron lm conversion bug (PTL related) (#5038) (#5063)

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) (#5094)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix numba (#5098)

Signed-off-by: smajumdar <titu1994@gmail.com>

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Make it possible to specify output_filename in normalize_with_audio.py (#5092)

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Greedy decoding confidence for CTC and RNNT (#4931)

* rnnt confidence draft

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* word confidence

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* advanced entropies added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* refactoring

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* oops forgot a file

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* metrics and benchmarking script added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* style fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* texterrors installation added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* lgtm and bug fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix comments

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix typos

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* add missing import after rebase

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Add] SLURP models and examples (#4668)

* add model, util and loss

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor annd update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update docs

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update available models

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor data processing

Signed-off-by: stevehuang52 <heh@nvidia.com>

* fix typo

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update docs

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor and update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update doc

Signed-off-by: stevehuang52 <heh@nvidia.com>

* move transformer to asr.modules

Signed-off-by: stevehuang52 <heh@nvidia.com>

* move transformer to asr.modules

Signed-off-by: stevehuang52 <heh@nvidia.com>

* get rid of jsonlines

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* revert changes to nlp

Signed-off-by: stevehuang52 <heh@nvidia.com>

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com>
Co-authored-by: Jagadeesh Balam <4916480+jbalam-nv@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* only optimize params that are part of the adapter modules (#5086)

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Pipeline Parallel T5 Prompt Learning (#4956)

* Added pre process flag checks and pipeline parallel in fwd

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added rank check for pipeline parallel

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* T5 prompt learning works!

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* IA3 passing CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Fixed typo

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* removed optimizer setup so Adi's change will not conflict

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] remove phonemizer.py (#5090)

remove phonemizer.py and convert code block to markdown in the tutorial.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Decoding with PP > 2 fix (#5091) (#5103)

* set sequence lenghts in the pipeline properly

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] fixed wrong val loss for epoch 0 and inconsistent metrics names (#5087) (#5102)

* fixed hifigan configs as well
* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix and refactor consumed samples save/restore for Megatron models. (#5077)

* Fixes and refactor

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove unused imports

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* RIR corpus generator tool (#4927)

Signed-off-by: Ante Jukić <ajukic@nvidia.com>

Signed-off-by: Ante Jukić <ajukic@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Multiprocessing fix (#5106) (#5107)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Bug fix] PC lexical + audio (#5109) (#5110)

* training running

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Fix] schedulers with no max_steps param (#4564)

* fix schedulers

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update to use python inspect module

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 prompt learning fixes missing from r.11.0 merge (#5075) (#5101)

* Fix special tokens

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add NeMo TTS Primer Tutorial (#4933)

* [TTS] Add NeMo TTS Primer Tutorial

Signed-off-by: Ryan <rlangman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add Squeezeformer CTC model checkpoints on Librispeech (#5121)

Signed-off-by: smajumdar <titu1994@gmail.com>

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* adding loss normalization options to rnnt joint  (#4829)

* adding normalization options to rnnt joint loss

* moving the param to joint

* moving loss normalization to rnnt loss config

* style

* cleaning up

* fixing sum reduction in joint

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* moving reduction into RNNT loss class

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

* typos

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Asr concat dataloader (#5108)

* forced precision

* typo

* initial commit

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typos and bugs

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* reverting conformer encoder

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* additional checks

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* adding support to CTC models as well

* reverting conformer_encoder

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typo

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* merging

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>
Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix blossom ci unittests

Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* bugfix: pybtex.database.InvalidNameString: Too many commas in author field. (#5112) (#5115)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Uppdate container version to 22.09 (#5105)

* update container version

Signed-off-by: ericharper <complex451@gmail.com>

* pin click

Signed-off-by: ericharper <complex451@gmail.com>

* pin click 8.0.2

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Remove unsupported arguments from MegatronNMT (#5065)

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* More fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* pp2 support for T5 IA3 learning and T5 Adapters learning (#5116)

* enabling pp2

Signed-off-by: arendu <adithya.r@gmail.com>

* optimizer update

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

* T5 pp>1 support for adapters and ia3

Signed-off-by: arendu <adithya.r@gmail.com>

* fix bug with missing adapter_tuning

Signed-off-by: arendu <adithya.r@gmail.com>

* inference error fixed, pp=2

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Prompt Learning Fixes for Pipeline Parallel (#5120)

* Initial fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Added back validation acc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Put num workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added relative encoding if statament

Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>

* Added back val loss only validation

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Revert "Added back val loss only validation"

This reverts commit 86d8f4806fe30335c40c3716ce18259939df500f.

* Removed val acc for PP > 1

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Removed enc_seq_len if statement

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added back validation acc calc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Co-authored-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* add doc info (#4721)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add SpanishCharsTokenizer (#5135)

* [TTS] Add SpanishCharsTokenizer

Signed-off-by: Ryan <rlangman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Update megatron interface to dialogue (#4936)

* fix style formatting

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update template to include description of intent

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes based on requests in review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add compatibility with assistant dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove dialogue_state_tracking

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update huggingface utils for dialogue

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename dialogue_state_tracking_hybrid to dialogue_state_tracking_sgdqa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix nemo/collections/nlp/models/dialogue_state_tracking_sgdqa/__init__.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add docstrings for assistant data processsor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins for SGDGEN local checkpoint

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* use local vocab file for Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* patch for Jenkins CI using local file

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add slot filling prediction and metrics

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor metrics code out of Dialogue GPT Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate backward compatible support for IntentSlotClassificationModel (bert model)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* save prediction file for IntentSlotClassification

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue gpt model training for megatron gpt

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove batch generate for HF GPT2, which causes lower performance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add few shot capability to dialogue gpt model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile and remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update code description and clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate compatibility with ZeroShotIntentModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename folder to dialogue due to increased scope and further refactor for clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* added dialogue GPT for sequence generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add CI test for DialogueGPTGenerationModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate DialogueS2SGenerationModel for generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* modify huggingface utils to support HF t5/BART models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bleu metric style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 2 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 3 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate sgd generation based on user user utterance and system slot-values to generate system utterance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add validation model saving capabilities

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* cleaned up code for SGD Based Answer extender

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue Generation CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix Jenkins CI issue"

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add support for design dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support megatron for dialogue_s2s_generation_model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce loaded samples in MSMarcoDataProcessor to 64 when cfg.model.dataset.debug_mode=True

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update checkpoint and predictions filename to include epoch number

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate HF BART MNLI into zero shot intent model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Nearest Neighbour Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor Dialogue SGD Data Processor to make interface for models cleaner

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue S2S Generation model for DialogueSGDDataProcessor interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support sgd and drive thru datasets by zero shot model and nearest neighbour model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add prediction saving code to nearest neighbour and zero shot intent models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo in sgd data processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Mellon QA Data Processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update mellon qa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py to remove outdated info

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address review comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix for cfg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* make dependency on apex optional

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* change NLPDDPluggin calling logic to make it possible to run without apex

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add first draft of tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce ms marco size by removing lines without wellFormedAnswers

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update colab tutorial link in dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* include unit test and some refactor to facilitate unit test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr issues

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove typos in dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support larger files for question answering

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary artifacts to reduce memory use

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* put 0 tensor to device

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update link within dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* restore previously delete files

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error handling when loss = nan

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update nan handling

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss func

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix type error raised in qa_dataset.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add error checking message

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exp logging

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* limit number of negative samples

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused methods and style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add more documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes base on PR review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set wandb logger falseby default

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update interface with megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update inline documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update prompt_ids

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug for megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add megatron t5 inference

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug due to bert tokenizer not being space-aware

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update IntentSlotModel onnx export test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exportable

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* improve speed of rank_candidates and support for p tuning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix megatron prompt learning saving bug

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generate_candidate method

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove repeated init text ids and invert attention masks

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* custom collate fn to remove excess padding in batch

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update complete method to mitigate issue when max seq len is low

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generation interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added save inference ready .nemo file with every checkpoint (#5055)

* Added save inference ready .nemo file with every checkpoint

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Python style fix

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* addressed Adi's comment

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added ptuning check in model checkpoint saving

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed save_nemo_on_valdaition default to False

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Changes global batch size of adapter CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed num workers to 0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added first stage of pipeline check

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118)

* Remove ; from jupyter notebook cells

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typos in documentation/code

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix output message to have 'or equal'

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Link formatting fixes

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Add error if max_utts is used in tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Remove max_utts parameter from tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix max_utts removal in tests

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typo if -> is

Signed-off-by: Igor Gitman <igitman@nvidia.com>

Signed-off-by: Igor Gitman <igitman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Merge r1.12.0 main (#5139)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Add cherry-pick action (#4958)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate transformers requirement

Signed-off-by: ericharper <complex451@gmail.com>

* Release SOTA Lang ID model  (#5080)

* add pretrained lang id model ambernet

Signed-off-by: fayejf <fayejf07@gmail.com>

* update doc and style fix

Signed-off-by: fayejf <fayejf07@gmail.com>

Signed-off-by: fayejf <fayejf07@gmail.com>

* update branch and package info

Signed-off-by: ericharper <complex451@gmail.com>

* remove upper bounds on lightning and transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove transformers offline from ci

Signed-off-by: ericharper <complex451@gmail.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: fayejf <fayejf07@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added ASR model comparison to SDE (#5043)

SDE: Added ASR model comparison tool to SDE
transcribe speech: Added support for many predictions in one file, as well as custom field names
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix nmt eval sampler (#5154)

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Global init steps (#5143)

* move global step to base

Signed-off-by: Yi Dong <yidong@nvidia.com>

* fix fused softmax

Signed-off-by: Yi Dong <yidong@nvidia.com>

* add the missing file

Signed-off-by: Yi Dong <yidong@nvidia.com>

* update the fused kernel

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import error

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import again

Signed-off-by: Yi Dong <yidong@nvidia.com>

Signed-off-by: Yi Dong <yidong@nvidia.com>
Signed-off-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518)

* bug fix - sample rate was being ignored in vocoder dataset when not loading mel
* handled n segments for a different sampling rate than original sampling rate
* Added case for n_segments 0, warning for n_segments greater than file length

Signed-off-by: Paarth Neekhara <paarth.n@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Jocelyn <jocelynh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add EMA support to NeMo (#4764)

* Added Base files

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Some refactors, swap to using MNIST Lnet

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add a few more tests, allow the callback to be set via the exp manager

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Actually run validation for testing

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Run isort

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add test for saving state/fix saving state

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Use dummy model

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add copyright

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Support saving separate EMA weight module

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add standalone functionality/logging

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Expose more parameters

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Modify to allow option to replace validation

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add jenkins test, formatting

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add cherry-pick action (#4958) (#4961)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix changelog builder (#4962) (#4963)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix cherry pick workflow (#4964) (#4965)

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* reorder model check (#4959) (#4967)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* check for active conda environment (#4970) (#4971)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Checkpoint averaging class fix (#4946)

* 1. Added args.class_path to provide it externally.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add ability to give seperate datasets for test, train and validation (#4798)

* Add ability to give seperate datasets for test, train and validation

* Addressed Sandeeps comments

* Addressed Sandeeps comments

* Add ability to give seperate datasets for test, train and validation

* Add ability to give seperate datasets for test, train and validation

* Addressed review comments

* Bug fix for common dataset utils

* Add CI tests

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Reformat code

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

* Bug Fix

* Bug Fix

* Update Jenkinsfile

* Addressed comments

* Addressed Eriks comments.

* Addressed Sandeep

* Update Jenkinsfile

* Update Jenkinsfile

* Update dataset_utils.py

* Update Jenkinsfile

* Update Jenkinsfile

* Use GPT CI config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix label models restoring issue from wrighted cross entropy (#4968) (#4975)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add simple pre-commit file (#4983)

* Add simple pre-commit file

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Exclude docs folder

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Revert "[pre-commit.ci] auto fixes from pre-commit.com hooks"

This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb.

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951)

Signed-off-by: Jin Li <liji@nvidia.com>

Signed-off-by: Jin Li <liji@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Adding speaker embedding conditioning in fastpitch (#4986)

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix ASR issues (#4984) (#4991)

* Fix ASR issues

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Revert fix

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix current tests

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* More test coverage

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address reviews

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop bf16 test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* remove print

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add bf16

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Jin Li <liji@nvidia.com>
Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com>
Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix BF16 test (#5162)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix errors in speaker diarization nemo docs (#5153)

* fix docs and docstrings for MSDD

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix nemo docs errors

Signed-off-by: Taejin Park <tango4j@gmail.com>

* reflected review comments

Signed-off-by: Taejin Park <tango4j@gmail.com>

Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add interleaved pipeline schedule to GPT (#5025)

* add virtual pipeline size to config

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* update for list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* add virtual to init

Signed-off-by: ericharper <complex451@gmail.com>

* update first last stage embedding all reduce

Signed-off-by: ericharper <complex451@gmail.com>

* update sequence parallel all reduce for virtual models

Signed-off-by: ericharper <complex451@gmail.com>

* runs but we get an error

Signed-off-by: ericharper <complex451@gmail.com>

* set virtual rank 0 after looping

Signed-off-by: ericharper <complex451@gmail.com>

* account for virtual when determinining first and last pipeline stages

Signed-off-by: ericharper <complex451@gmail.com>

* checkpointing for virtual models in progress

Signed-off-by: ericharper <complex451@gmail.com>

* add checkpoint hooks

Signed-off-by: ericharper <complex451@gmail.com>

* working on validation when resuming

Signed-off-by: ericharper <complex451@gmail.com>

* skip sanity val steps by default in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove comment

Signed-off-by: ericharper <complex451@gmail.com>

* log number of params

Signed-off-by: ericharper <complex451@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style

Signed-off-by: ericharper <complex451@gmail.com>

* check if self.model is a list

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default size None on init

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default to None in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove ensure_divisibility call

Signed-off-by: ericharper <complex451@gmail.com>

* fix lgtm alerts

Signed-off-by: ericharper <complex451@gmail.com>

* remove num_sanity_val_steps from config

Signed-off-by: ericharper <complex451@gmail.com>

* default virtual pipeline size to none

Signed-off-by: ericharper <complex451@gmail.com>

* check for list

Signed-off-by: ericharper <complex451@gmail.com>

* update assert to make sure we are only doing virtual for gpt

Signed-off-by: ericharper <complex451@gmail.com>

* revert change to get_params_for_weight_decay

Signed-off-by: ericharper <complex451@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* init var

Signed-off-by: ericharper <complex451@gmail.com>

* add import guard for set virtual model parallel world size

Signed-off-by: ericharper <complex451@gmail.com>

* use import guard

Signed-off-by: ericharper <complex451@gmail.com>

* update calls to fake init in eval scripts

Signed-off-by: ericharper <complex451@gmail.com>

* add _get_fwd_bwd_function

Signed-off-by: ericharper <complex451@gmail.com>

* log all total model parameters

Signed-off-by: ericharper <complex451@gmail.com>

* remove unused import

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* reduced to 14 inactive days to be stale for PRs. (#5165)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* refactor TTS documentation organization and add new contents. (#5137)

* refactor TTS documentation organization and add new contents.
* fix asr api bug.
* fix broken links.
* fix unexpected indentation errors.
* fixed unexpected indentation.
* fixed broken paper reference.
* fixed cross-reference and typos.
* fixed toctree errors.
* revert to 'Augmentors'
* reordered TTS tutorial list in starthere.
* ordered api classes alphabetically for each Section.
* fixed underscore typo for fastpitch checkpoint.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* upcase 'Tuning'

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed typo for RAD-TTS Aligner

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* reorder aligner section after mel-gen and vocoders in models.rst.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* clarify Mixer-TTS-X and reorder model descriptions alphabetically.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed some typos and formats.

Signed-off-by: Xuesong Yang <…
rohitrango pushed a commit to rohitrango/NeMo that referenced this pull request Jun 25, 2024
* update package info

Signed-off-by: ericharper <complex451@gmail.com>

* fix the mpt chatbot (#6957)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Remove `compute_on_step` from metrics (#6979)

* Remove `compute_on_step` from metrics

Signed-off-by: smajumdar <titu1994@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Remove confusing log message

Signed-off-by: smajumdar <titu1994@gmail.com>

* Update tests

Signed-off-by: smajumdar <titu1994@gmail.com>

---------

Signed-off-by: smajumdar <titu1994@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Hybrid conformer export (#6983)

* Implemented generic kv-pair setting of export_config from args

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Hybrid conformer export

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Hybrid decoder export

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Cleanup

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Changed from **kwargs

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Docstring

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Docs added

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Stringify args

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Added docs for ASR export configs

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* lowercase ctc

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

---------

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Cache handling without input tensors mutation (#6980)

* Cache handling without input tensors mutation

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Cleanup

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Cleanup#2

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Cleanup#3

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

---------

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>

* fixes for spellmapper (#6994)

Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru>

* Fixing an issue with confidence ensembles (#6987)

* Bug fix for the confidence ensembles

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Relax constraints for the test

Signed-off-by: Igor Gitman <igitman@nvidia.com>

---------

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* [TTS] Append pretrained FastPitch & SpectrogamEnhancer pair to available models (#7012)

* [TTS] fastpitch: add english libritts model with asr stft parameters (25 ms 10 ms)

Signed-off-by: Roman Korostik <rkorostik@nvidia.com>

* [TTS] enhancer: add pretrained model intended for asr finetuning

Signed-off-by: Roman Korostik <rkorostik@nvidia.com>

---------

Signed-off-by: Roman Korostik <rkorostik@nvidia.com>

* Add ASR with TTS Tutorial. Fix enhancer usage. (#6955)

* Add ASR with TTS Tutorial
* Fix enhancer usage

Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>

* install_bs (#7019)

Signed-off-by: Nikolay Karpov <karpnv@gmail.com>

* fix tab text gen (#7022)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* TE bug fix (#7027)

Signed-off-by: Dmytro Pykhtar <dpykhtar@nvidia.com>

* Add support for Numba FP16 RNNT Loss (#6991) (#7038)

* Force working space memory to always be in fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support for fp16 testing in Numba

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix cost calculation by upcasting to fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Fix cost calculation by upcasting to fp32

Signed-off-by: smajumdar <titu1994@gmail.com>

* Add support to check if numba fp16 is available

Signed-off-by: smajumdar <titu1994@gmail.com>

* add RNN-T loss implemented by PyTorch and test code (#5312)

* Fix the bugs in cache-aware streaming Conformer (#5032)

Signed-off-by: Vahid <vnoroozi@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* IA3 support for GPT and T5 (#4909)

* init commit for ia3 adater training in GPT

Signed-off-by: arendu <adithya.r@gmail.com>

* ia3 adater training in GPT, models and adapter classes

Signed-off-by: arendu <adithya.r@gmail.com>

* reshape to operate even on non-contiguous tensors

Signed-off-by: arendu <adithya.r@gmail.com>

* configs

Signed-off-by: arendu <adithya.r@gmail.com>

* fixed none init

Signed-off-by: arendu <adithya.r@gmail.com>

* adding adapter and ia3 support for T5 based models

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* config update and t5 model adapter and ia3

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused imports

Signed-off-by: arendu <adithya.r@gmail.com>

* predict step for inference

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* adapter inference for t5

Signed-off-by: arendu <adithya.r@gmail.com>

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* fixed bug micro and global batch size in eval

Signed-off-by: arendu <adithya.r@gmail.com>

* minor edit

Signed-off-by: arendu <adithya.r@gmail.com>

* agressive truncation if in test examples if no truncation field is given

Signed-off-by: arendu <adithya.r@gmail.com>

* corrected for language_model_path name changes in main

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused import

Signed-off-by: arendu <adithya.r@gmail.com>

* name change for language_model_path

Signed-off-by: arendu <adithya.r@gmail.com>

* include inter_attention to IA3

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix in confg

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fixes

Signed-off-by: arendu <adithya.r@gmail.com>

* removed unused flag

Signed-off-by: arendu <adithya.r@gmail.com>

* addressing PR comments

Signed-off-by: arendu <adithya.r@gmail.com>

* address PR comments

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix

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

* style fix

Signed-off-by: arendu <adithya.r@gmail.com>

* CI test

Signed-off-by: arendu <adithya.r@gmail.com>

* minor fix in jenkinsfile

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Bug fix - Limit val batches set to 1.0  (#5023)

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Adressed sandeep's comments

* Fixing limit val batches support in bert

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fixing limit val batches support in bert

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [bug_fix] kv_channels is used when available (#5066)

* fix bug s.t kv_channels is used when available

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

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* P&C Docs (#5068) (#5069)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add spe_split_by_unicode_script arg (#5072)

* Add spe_split_by_unicode_script arg

Signed-off-by: Anas <aabouallaban@pm.me>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Anas <aabouallaban@pm.me>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* probabilites -> probabilities (#5078) (#5079)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* increase PR and Issue sweep quantity and active close PRs. (#5073)

* increase PR and Issue sweep quantity and active close PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] added missing German phoneme tokenizer. (#5070) (#5074)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* rename to match prompt leanring (#5076)

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061)

* Fixes to seq2seq eval

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Notebook bug fixes (#5084) (#5085)

* Notebook bug fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Turned nemo install back on

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* reverted notebook

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Updated one line in entity linking nb

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* update strategy in notebook from ddp_fork to dp (#5088) (#5089)

Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix bug in Squeezeformer Conv block (#5011) (#5024)

* Fix bug in Squeezeformer Conv block

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix kernel context

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix access mixin

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fixed megatron lm conversion bug (PTL related) (#5038) (#5063)

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>

Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) (#5094)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix numba (#5098)

Signed-off-by: smajumdar <titu1994@gmail.com>

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Make it possible to specify output_filename in normalize_with_audio.py (#5092)

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>

Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Greedy decoding confidence for CTC and RNNT (#4931)

* rnnt confidence draft

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* word confidence

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* advanced entropies added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* refactoring

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* oops forgot a file

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* metrics and benchmarking script added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* style fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* texterrors installation added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* lgtm and bug fix

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix comments

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* fix typos

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* add missing import after rebase

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Add] SLURP models and examples (#4668)

* add model, util and loss

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor annd update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update and refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update docs

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update available models

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor data processing

Signed-off-by: stevehuang52 <heh@nvidia.com>

* fix typo

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update docs

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor and update

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update doc

Signed-off-by: stevehuang52 <heh@nvidia.com>

* move transformer to asr.modules

Signed-off-by: stevehuang52 <heh@nvidia.com>

* move transformer to asr.modules

Signed-off-by: stevehuang52 <heh@nvidia.com>

* get rid of jsonlines

Signed-off-by: stevehuang52 <heh@nvidia.com>

* refactor

Signed-off-by: stevehuang52 <heh@nvidia.com>

* revert changes to nlp

Signed-off-by: stevehuang52 <heh@nvidia.com>

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com>
Co-authored-by: Jagadeesh Balam <4916480+jbalam-nv@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* only optimize params that are part of the adapter modules (#5086)

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Pipeline Parallel T5 Prompt Learning (#4956)

* Added pre process flag checks and pipeline parallel in fwd

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added rank check for pipeline parallel

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* T5 prompt learning works!

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* IA3 passing CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Fixed typo

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* removed optimizer setup so Adi's change will not conflict

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] remove phonemizer.py (#5090)

remove phonemizer.py and convert code block to markdown in the tutorial.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Decoding with PP > 2 fix (#5091) (#5103)

* set sequence lenghts in the pipeline properly

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] fixed wrong val loss for epoch 0 and inconsistent metrics names (#5087) (#5102)

* fixed hifigan configs as well
* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix and refactor consumed samples save/restore for Megatron models. (#5077)

* Fixes and refactor

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove unused imports

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* RIR corpus generator tool (#4927)

Signed-off-by: Ante Jukić <ajukic@nvidia.com>

Signed-off-by: Ante Jukić <ajukic@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Multiprocessing fix (#5106) (#5107)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>
Co-authored-by: Matvei Novikov <mattyson.so@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Bug fix] PC lexical + audio (#5109) (#5110)

* training running

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Signed-off-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Fix] schedulers with no max_steps param (#4564)

* fix schedulers

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update to use python inspect module

Signed-off-by: stevehuang52 <heh@nvidia.com>

* update

Signed-off-by: stevehuang52 <heh@nvidia.com>

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 prompt learning fixes missing from r.11.0 merge (#5075) (#5101)

* Fix special tokens

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: David <amosalla@asu.edu>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add NeMo TTS Primer Tutorial (#4933)

* [TTS] Add NeMo TTS Primer Tutorial

Signed-off-by: Ryan <rlangman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add Squeezeformer CTC model checkpoints on Librispeech (#5121)

Signed-off-by: smajumdar <titu1994@gmail.com>

Signed-off-by: smajumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* adding loss normalization options to rnnt joint  (#4829)

* adding normalization options to rnnt joint loss

* moving the param to joint

* moving loss normalization to rnnt loss config

* style

* cleaning up

* fixing sum reduction in joint

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* moving reduction into RNNT loss class

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

* typos

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Asr concat dataloader (#5108)

* forced precision

* typo

* initial commit

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typos and bugs

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* reverting conformer encoder

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* additional checks

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* adding support to CTC models as well

* reverting conformer_encoder

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* typo

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* refactoring

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* merging

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

Signed-off-by: Dima Rekesh <bmwshop@gmail.com>
Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix blossom ci unittests

Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* bugfix: pybtex.database.InvalidNameString: Too many commas in author field. (#5112) (#5115)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Uppdate container version to 22.09 (#5105)

* update container version

Signed-off-by: ericharper <complex451@gmail.com>

* pin click

Signed-off-by: ericharper <complex451@gmail.com>

* pin click 8.0.2

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Remove unsupported arguments from MegatronNMT (#5065)

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* More fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* pp2 support for T5 IA3 learning and T5 Adapters learning (#5116)

* enabling pp2

Signed-off-by: arendu <adithya.r@gmail.com>

* optimizer update

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

* T5 pp>1 support for adapters and ia3

Signed-off-by: arendu <adithya.r@gmail.com>

* fix bug with missing adapter_tuning

Signed-off-by: arendu <adithya.r@gmail.com>

* inference error fixed, pp=2

Signed-off-by: arendu <adithya.r@gmail.com>

Signed-off-by: arendu <adithya.r@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* T5 Prompt Learning Fixes for Pipeline Parallel (#5120)

* Initial fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Added back validation acc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Put num workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added relative encoding if statament

Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>

* Added back val loss only validation

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Revert "Added back val loss only validation"

This reverts commit 86d8f4806fe30335c40c3716ce18259939df500f.

* Removed val acc for PP > 1

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Removed enc_seq_len if statement

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added back validation acc calc

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Co-authored-by: Virginia Adams <vadams@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Virginia Adams <vadams@selene-login-01.nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* add doc info (#4721)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Add SpanishCharsTokenizer (#5135)

* [TTS] Add SpanishCharsTokenizer

Signed-off-by: Ryan <rlangman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Update megatron interface to dialogue (#4936)

* fix style formatting

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update template to include description of intent

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes based on requests in review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add compatibility with assistant dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove dialogue_state_tracking

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update huggingface utils for dialogue

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename dialogue_state_tracking_hybrid to dialogue_state_tracking_sgdqa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix nemo/collections/nlp/models/dialogue_state_tracking_sgdqa/__init__.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add docstrings for assistant data processsor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins for SGDGEN local checkpoint

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* use local vocab file for Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* patch for Jenkins CI using local file

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add slot filling prediction and metrics

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor metrics code out of Dialogue GPT Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate backward compatible support for IntentSlotClassificationModel (bert model)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* save prediction file for IntentSlotClassification

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue gpt model training for megatron gpt

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove batch generate for HF GPT2, which causes lower performance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add few shot capability to dialogue gpt model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile and remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update code description and clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate compatibility with ZeroShotIntentModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* rename folder to dialogue due to increased scope and further refactor for clarity

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* added dialogue GPT for sequence generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add CI test for DialogueGPTGenerationModel

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate DialogueS2SGenerationModel for generation task (e.g. answer extender)

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* modify huggingface utils to support HF t5/BART models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bleu metric style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* debug bleu metric

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 2 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 3 based on PR #3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate sgd generation based on user user utterance and system slot-values to generate system utterance

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add validation model saving capabilities

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* cleaned up code for SGD Based Answer extender

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue Generation CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix Jenkins CI issue"

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add support for design dataset

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support megatron for dialogue_s2s_generation_model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce loaded samples in MSMarcoDataProcessor to 64 when cfg.model.dataset.debug_mode=True

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update CI

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update checkpoint and predictions filename to include epoch number

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate HF BART MNLI into zero shot intent model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Nearest Neighbour Model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* refactor Dialogue SGD Data Processor to make interface for models cleaner

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Dialogue S2S Generation model for DialogueSGDDataProcessor interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update jenkins

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support sgd and drive thru datasets by zero shot model and nearest neighbour model

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add prediction saving code to nearest neighbour and zero shot intent models

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo in sgd data processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* integrate Dialogue Mellon QA Data Processor

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update mellon qa

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py to remove outdated info

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue_config.yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address review comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix for cfg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* make dependency on apex optional

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* change NLPDDPluggin calling logic to make it possible to run without apex

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add first draft of tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* reduce ms marco size by removing lines without wellFormedAnswers

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update colab tutorial link in dialogue docs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* include unit test and some refactor to facilitate unit test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr issues

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove typos in dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* support larger files for question answering

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unnecessary artifacts to reduce memory use

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* put 0 tensor to device

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update link within dialogue tutorial

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* restore previously delete files

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error handling when loss = nan

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update nan handling

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss func

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update spanning loss

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix type error raised in qa_dataset.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add error checking message

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert back to float32

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exp logging

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* limit number of negative samples

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* revert post processing

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused methods and style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add more documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes base on PR review

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set wandb logger falseby default

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update interface with megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update inline documentation

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update prompt_ids

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update error msg

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* set inference = False for dialgue prompt learning during trainng

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused code

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update config yaml

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug for megatron gpt prompt learning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused import

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address comments in PR

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add megatron t5 inference

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix bug due to bert tokenizer not being space-aware

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update IntentSlotModel onnx export test

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update style

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update exportable

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address PR comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* improve speed of rank_candidates and support for p tuning

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update dialogue.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix megatron prompt learning saving bug

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generate_candidate method

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove repeated init text ids and invert attention masks

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* custom collate fn to remove excess padding in batch

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update complete method to mitigate issue when max seq len is low

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* address pr comments

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update generation interface

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Zhilin Wang <zhilinw@nvidia.com>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added save inference ready .nemo file with every checkpoint (#5055)

* Added save inference ready .nemo file with every checkpoint

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Python style fix

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* addressed Adi's comment

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added ptuning check in model checkpoint saving

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed save_nemo_on_valdaition default to False

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Changes global batch size of adapter CI

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changed num workers to 0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added first stage of pipeline check

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: Virginia Adams <vadams@nvidia.com>
Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118)

* Remove ; from jupyter notebook cells

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typos in documentation/code

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix output message to have 'or equal'

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Link formatting fixes

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Add error if max_utts is used in tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Remove max_utts parameter from tarred datasets

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix max_utts removal in tests

Signed-off-by: Igor Gitman <igitman@nvidia.com>

* Fix typo if -> is

Signed-off-by: Igor Gitman <igitman@nvidia.com>

Signed-off-by: Igor Gitman <igitman@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Merge r1.12.0 main (#5139)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Add cherry-pick action (#4958)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate transformers requirement

Signed-off-by: ericharper <complex451@gmail.com>

* Release SOTA Lang ID model  (#5080)

* add pretrained lang id model ambernet

Signed-off-by: fayejf <fayejf07@gmail.com>

* update doc and style fix

Signed-off-by: fayejf <fayejf07@gmail.com>

Signed-off-by: fayejf <fayejf07@gmail.com>

* update branch and package info

Signed-off-by: ericharper <complex451@gmail.com>

* remove upper bounds on lightning and transformers

Signed-off-by: ericharper <complex451@gmail.com>

* remove transformers offline from ci

Signed-off-by: ericharper <complex451@gmail.com>

* upper bound transformers

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: fayejf <fayejf07@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Added ASR model comparison to SDE (#5043)

SDE: Added ASR model comparison tool to SDE
transcribe speech: Added support for many predictions in one file, as well as custom field names
Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix nmt eval sampler (#5154)

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix Global init steps (#5143)

* move global step to base

Signed-off-by: Yi Dong <yidong@nvidia.com>

* fix fused softmax

Signed-off-by: Yi Dong <yidong@nvidia.com>

* add the missing file

Signed-off-by: Yi Dong <yidong@nvidia.com>

* update the fused kernel

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import error

Signed-off-by: Yi Dong <doyend@gmail.com>

* fix import again

Signed-off-by: Yi Dong <yidong@nvidia.com>

Signed-off-by: Yi Dong <yidong@nvidia.com>
Signed-off-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Yi Dong <doyend@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518)

* bug fix - sample rate was being ignored in vocoder dataset when not loading mel
* handled n segments for a different sampling rate than original sampling rate
* Added case for n_segments 0, warning for n_segments greater than file length

Signed-off-by: Paarth Neekhara <paarth.n@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Jocelyn <jocelynh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add EMA support to NeMo (#4764)

* Added Base files

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Some refactors, swap to using MNIST Lnet

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add a few more tests, allow the callback to be set via the exp manager

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Actually run validation for testing

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Run isort

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add test for saving state/fix saving state

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Use dummy model

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add copyright

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Support saving separate EMA weight module

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add standalone functionality/logging

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Expose more parameters

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Modify to allow option to replace validation

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add jenkins test, formatting

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add cherry-pick action (#4958) (#4961)

* add cherry-pick action

Signed-off-by: ericharper <complex451@gmail.com>

* Pin Transformers version to fix CI (#4955)

* Pin transformers version in CI to prevent offline tokenizer loading error

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop version

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Disable offline temporarily

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Enable offline

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sean Naren <snarenthiran@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix changelog builder (#4962) (#4963)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix cherry pick workflow (#4964) (#4965)

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>

Signed-off-by: ericharper <complex451@gmail.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* reorder model check (#4959) (#4967)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* check for active conda environment (#4970) (#4971)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Checkpoint averaging class fix (#4946)

* 1. Added args.class_path to provide it externally.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add ability to give seperate datasets for test, train and validation (#4798)

* Add ability to give seperate datasets for test, train and validation

* Addressed Sandeeps comments

* Addressed Sandeeps comments

* Add ability to give seperate datasets for test, train and validation

* Add ability to give seperate datasets for test, train and validation

* Addressed review comments

* Bug fix for common dataset utils

* Add CI tests

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Reformat code

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>

* Bug fix

* Bug Fix

* Bug Fix

* Update Jenkinsfile

* Addressed comments

* Addressed Eriks comments.

* Addressed Sandeep

* Update Jenkinsfile

* Update Jenkinsfile

* Update dataset_utils.py

* Update Jenkinsfile

* Update Jenkinsfile

* Use GPT CI config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* fix label models restoring issue from wrighted cross entropy (#4968) (#4975)

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add simple pre-commit file (#4983)

* Add simple pre-commit file

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Exclude docs folder

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Revert "[pre-commit.ci] auto fixes from pre-commit.com hooks"

This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb.

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951)

Signed-off-by: Jin Li <liji@nvidia.com>

Signed-off-by: Jin Li <liji@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Adding speaker embedding conditioning in fastpitch (#4986)

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>

Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix ASR issues (#4984) (#4991)

* Fix ASR issues

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Revert fix

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Fix current tests

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* More test coverage

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address reviews

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Drop bf16 test

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Address review

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* remove print

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

* Add bf16

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>
Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Jin Li <liji@nvidia.com>
Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com>
Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com>
Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix BF16 test (#5162)

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>

Signed-off-by: SeanNaren <snarenthiran@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fix errors in speaker diarization nemo docs (#5153)

* fix docs and docstrings for MSDD

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix nemo docs errors

Signed-off-by: Taejin Park <tango4j@gmail.com>

* reflected review comments

Signed-off-by: Taejin Park <tango4j@gmail.com>

Signed-off-by: Taejin Park <tango4j@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add interleaved pipeline schedule to GPT (#5025)

* add virtual pipeline size to config

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* convert model to list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* update for list of modules

Signed-off-by: ericharper <complex451@gmail.com>

* add virtual to init

Signed-off-by: ericharper <complex451@gmail.com>

* update first last stage embedding all reduce

Signed-off-by: ericharper <complex451@gmail.com>

* update sequence parallel all reduce for virtual models

Signed-off-by: ericharper <complex451@gmail.com>

* runs but we get an error

Signed-off-by: ericharper <complex451@gmail.com>

* set virtual rank 0 after looping

Signed-off-by: ericharper <complex451@gmail.com>

* account for virtual when determinining first and last pipeline stages

Signed-off-by: ericharper <complex451@gmail.com>

* checkpointing for virtual models in progress

Signed-off-by: ericharper <complex451@gmail.com>

* add checkpoint hooks

Signed-off-by: ericharper <complex451@gmail.com>

* working on validation when resuming

Signed-off-by: ericharper <complex451@gmail.com>

* skip sanity val steps by default in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove comment

Signed-off-by: ericharper <complex451@gmail.com>

* log number of params

Signed-off-by: ericharper <complex451@gmail.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* style

Signed-off-by: ericharper <complex451@gmail.com>

* check if self.model is a list

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default size None on init

Signed-off-by: ericharper <complex451@gmail.com>

* make virtual pipeline default to None in config

Signed-off-by: ericharper <complex451@gmail.com>

* remove ensure_divisibility call

Signed-off-by: ericharper <complex451@gmail.com>

* fix lgtm alerts

Signed-off-by: ericharper <complex451@gmail.com>

* remove num_sanity_val_steps from config

Signed-off-by: ericharper <complex451@gmai…
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
None yet
Projects
None yet
Development

Successfully merging this pull request may close these issues.

2 participants