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Make position embedding expansion specific to a batch to avoid checkpoint size mismatches #4357

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merged 9 commits into from Jun 14, 2022

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

What does this PR do ?

  1. Makes position embedding expansion specific to a batch to avoid checkpoint size mismatches.
  2. Logs a warning when position embeddings are being expanded.

Collection: NLP

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See "What does PR do" above.

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Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
@MaximumEntropy MaximumEntropy changed the base branch from main to r1.10.0 June 13, 2022 17:47
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LGTM!

@MaximumEntropy MaximumEntropy merged commit 98f8988 into r1.10.0 Jun 14, 2022
@MaximumEntropy MaximumEntropy deleted the revert_pos_emb_expand branch June 14, 2022 21:17
ericharper pushed a commit that referenced this pull request Jun 17, 2022
…oint size mismatches (#4357)

* Style

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

* Fix logging warning

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
ericharper added a commit that referenced this pull request Jun 18, 2022
* update branch

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

* Set headscale false (#4364)

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

* Add wandb as dependency (#4365)

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

* Raise trainer error (#4356)

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Set headscale false (#4364) (#4366)

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

* Finetuning changes for BART (#4003)

* Temp

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

* Checkpoint converter to nemo for bart

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

* Style

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (#4357)

* Style

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

* Fix logging warning

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Fix electronic bug, new time ITN rule (#4355)

* fix electronic bug

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

* add new itn time rule

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

* revert domain changes

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

* remove repetition

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

* Correct support for dataclasses in default module dim (#4372)

* Correct support for dataclasses in default module dim

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

* Fix path for save of results

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

* fix pad id bug (#4377)

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

* Question answering bug fix (#4381)

* refactor dialogue state tracking for modelling/dataset interoperability

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

* fix style changes

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

* fix typo

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

* fix style raised by lgtm

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

* 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

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* 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

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* update Jenkins for SGDGEN local checkpoint

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* update style

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* use local vocab file for Jenkinsfile

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* patch for Jenkins CI using local file

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* add slot filling prediction and metrics

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* remove unused code

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* style fix

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* refactor metrics code out of Dialogue GPT Model

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* 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

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

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* add few shot capability to dialogue gpt model

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* update Jenkinsfile and remove unused import

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* update code description and clarity

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* address PR comments

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* style fix

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* integrate compatibility with ZeroShotIntentModel

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

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* add CI test for DialogueGPTGenerationModel

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

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* modify huggingface utils to support HF t5/BART models

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* style fix

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* remove unused imports

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* style fix

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* update Jenkinsfile

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* update Jenkinsfile

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* update bleu metric

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* debug bleu metric

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* debug bleu metric

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* update based on PR #3893

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* 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

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* add validation model saving capabilities

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* cleaned up code for SGD Based Answer extender

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* update Dialogue Generation CI

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* update Jenkinsfile

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

* update Jenkinsfile

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

* fix Jenkins CI issue"

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* add support for design dataset

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* remove unnecessary imports

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* update Jenkins

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* update jenkins

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

* update jenkins

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* support megatron for dialogue_s2s_generation_model

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

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* style fix

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* style fix

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

* update CI

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* update checkpoint and predictions filename to include epoch number

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

* style fix

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* integrate HF BART MNLI into zero shot intent model

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* integrate Dialogue Nearest Neighbour Model

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* update Jenkins

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* update Jenkins

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

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

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* update jenkins

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* update Dialogue S2S Generation model for DialogueSGDDataProcessor interface

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* update jenkins

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* update jenkins

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

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

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* fix typo in sgd data processor

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* integrate Dialogue Mellon QA Data Processor

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* update mellon qa

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* update dialogue.py to remove outdated info

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* style fix

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* update dialogue_config.yaml

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* update dialogue_config.yaml

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

* add dialogue docs

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* address review comments

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* 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

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* style fix

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

* update colab tutorial link in dialogue docs

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* include unit test and some refactor to facilitate unit test

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* style fix

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* address pr issues

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* remove typos in dialogue tutorial

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* support larger files for question answering

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* style fix

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* style fix

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* style fix

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* remove unnecessary artifacts to reduce memory use

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* put 0 tensor to device

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* update link within dialogue tutorial

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* restore previously delete files

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* update error handling when loss = nan

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* update nan handling

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* style fix

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* update spanning loss func

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* update spanning loss

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* fix type error raised in qa_dataset.py

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* add error checking message

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* revert back to float32

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* revert back to float32

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* update error msgs

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* update error msgs

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* update error msgs

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* update error msgs

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* update error msgs

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* update error msgs

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* update error msgs

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* update error msgs

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* update exp logging

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* update error msgs

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* update loading of large file from pickle to json

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* update loading of large file from pickle to json

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* limit number of negative samples

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* revert post processing

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* revert post processing

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* remove unused methods and style fix

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* add more documentation

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* remove unused imports

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* changes base on PR review

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* set wandb logger falseby default

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* style fix

* style fix

* correct typo

* style fix

* style fix

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>

* Fix ASR Typos in tutorials (#4384)

* Fix typos

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* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
(cherry picked from commit 0322b15)

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* Add Docs for NeMo Adapters (#4369)

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* Update NeMo docs (#4397)

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* update branch

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* remove Copy of

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Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
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Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
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Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Travis Bartley <Travismbartley@gmail.com>
titu1994 added a commit to titu1994/NeMo that referenced this pull request Jun 21, 2022
* update branch

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

* Set headscale false (NVIDIA#4364)

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

* Add wandb as dependency (NVIDIA#4365)

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

* Raise trainer error (NVIDIA#4356)

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Set headscale false (NVIDIA#4364) (NVIDIA#4366)

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

* Finetuning changes for BART (NVIDIA#4003)

* Temp

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

* Checkpoint converter to nemo for bart

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

* Style

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (NVIDIA#4357)

* Style

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

* Fix logging warning

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Fix electronic bug, new time ITN rule (NVIDIA#4355)

* fix electronic bug

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

* add new itn time rule

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

* revert domain changes

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

* remove repetition

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

* Correct support for dataclasses in default module dim (NVIDIA#4372)

* Correct support for dataclasses in default module dim

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

* Fix path for save of results

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

* fix pad id bug (NVIDIA#4377)

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

* Question answering bug fix (NVIDIA#4381)

* refactor dialogue state tracking for modelling/dataset interoperability

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

* fix style changes

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

* fix typo

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

* fix style raised by lgtm

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

* 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 NVIDIA#3893

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

* update 2 based on PR NVIDIA#3893

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

* update 3 based on PR NVIDIA#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

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

* add first draft of tutorial

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* reduce ms marco size by removing lines without wellFormedAnswers

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

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

* update colab tutorial link in dialogue docs

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* include unit test and some refactor to facilitate unit test

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

* address pr issues

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

* remove typos in dialogue tutorial

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* 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>

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* add error checking message

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* 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>

* style fix

* style fix

* correct typo

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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>

* Fix ASR Typos in tutorials (NVIDIA#4384)

* Fix typos

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

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (NVIDIA#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
(cherry picked from commit 0322b15)

Co-authored-by: Travis Bartley <Travismbartley@gmail.com>

* Add Docs for NeMo Adapters (NVIDIA#4369)

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

* Update NeMo docs (NVIDIA#4397)

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

Co-authored-by: Eric Harper <complex451@gmail.com>

* update branch

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

* remove Copy of

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

Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.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: Travis Bartley <Travismbartley@gmail.com>
jubick1337 pushed a commit to jubick1337/NeMo that referenced this pull request Jun 27, 2022
* update branch

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

* Set headscale false (NVIDIA#4364)

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

* Add wandb as dependency (NVIDIA#4365)

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

* Raise trainer error (NVIDIA#4356)

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

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* Set headscale false (NVIDIA#4364) (NVIDIA#4366)

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

* Finetuning changes for BART (NVIDIA#4003)

* Temp

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

* Checkpoint converter to nemo for bart

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

* Style

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

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* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (NVIDIA#4357)

* Style

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

* Fix logging warning

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

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* Fix electronic bug, new time ITN rule (NVIDIA#4355)

* fix electronic bug

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* add new itn time rule

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* revert domain changes

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* remove repetition

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* Correct support for dataclasses in default module dim (NVIDIA#4372)

* Correct support for dataclasses in default module dim

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* Fix path for save of results

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

* fix pad id bug (NVIDIA#4377)

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

* Question answering bug fix (NVIDIA#4381)

* refactor dialogue state tracking for modelling/dataset interoperability

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

* fix style changes

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

* fix typo

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* fix style raised by lgtm

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* 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 NVIDIA#3893

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

* update 2 based on PR NVIDIA#3893

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

* update 3 based on PR NVIDIA#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"

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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

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* update CI

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* integrate Dialogue Nearest Neighbour Model

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* update Jenkins

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

* update Dialogue S2S Generation model for DialogueSGDDataProcessor interface

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* update jenkins

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* update jenkins

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* update mellon qa

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* update dialogue_config.yaml

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* style fix

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* style fix

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* style fix

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* style fix

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* update colab tutorial link in dialogue docs

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* include unit test and some refactor to facilitate unit test

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* update link within dialogue tutorial

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* update error handling when loss = nan

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* update nan handling

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* update spanning loss

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* add error checking message

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* revert back to float32

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* revert back to float32

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* update error msgs

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* update error msgs

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* update error msgs

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* update error msgs

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* update error msgs

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* update error msgs

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* update error msgs

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* update error msgs

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* update exp logging

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* update error msgs

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* update loading of large file from pickle to json

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* update loading of large file from pickle to json

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* limit number of negative samples

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* revert post processing

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* revert post processing

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* remove unused methods and style fix

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* add more documentation

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* changes base on PR review

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* set wandb logger falseby default

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* style fix

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* Fix ASR Typos in tutorials (NVIDIA#4384)

* Fix typos

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* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (NVIDIA#4383)

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Co-authored-by: tbartley94 <tbartley@nvidia.com>
(cherry picked from commit 0322b15)

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* Add Docs for NeMo Adapters (NVIDIA#4369)

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* Update NeMo docs (NVIDIA#4397)

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* update branch

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* remove Copy of

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Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
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Co-authored-by: Travis Bartley <Travismbartley@gmail.com>
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MaximumEntropy added a commit that referenced this pull request Jul 6, 2022
* Temp

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* Add megatron dataset

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* Update config and fix global batch fetcher

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* Add dataset class

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* Update comments

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* Style

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* Update yaml

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* Fix duplicate yaml key

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* Translate method and preprocess script for raw text

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* Style

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* Remove pdb

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* Fix arg name

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* Fix other arg

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* Change sampler back

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* Move back to global batch fetcher to use distributed sampler

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* Add text memmap data

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* Update monitor

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* Fixes for PP

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* Remove unused import

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* Truncate examples in text memmap

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* NMT training batch interpolation key

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* tarred data fix

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* Change dataset type check

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* Fix sampler

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* Pass dataset cfg to determine type

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* Log global step on validation step as well

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* Fix NMT model saving with artifacts

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* Initialize DDP in decode if not initialized. Needed for inference only mode

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* Megatron NMT inference script

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* Inference config file

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* hardcode max delta temporarily

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* Style

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* detokenizer if processor is not none

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* Sampler config

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* Compat with configs without sampler arg

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* Style

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* Comment for validation dataset type

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* Fix tokenizer building

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* CI test for megatron nmt

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* Fix tokenizer in restore

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* Style

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* O2 restore from fix

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* Remove print

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* Logging

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* Set seed for distributed sampler

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* Style

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* Fix max generation delta

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* No LM Init

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* Use nlp save restore connector

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* Remove useless infer args

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* Typo

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* UTF8 safe print of translation result

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* Style

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* Add save restore connector back with comment

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* Refactor

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* Fix CI test

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* Add missing args

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* Address comments

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* Empty to restart

* Fix CI test

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* Check for test ds

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* set fusion to false

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* Initial perceiver encoder

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* Perceiver with PP=1

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* Remove init cross attn

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* CI test and remove init cross attn arg

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* Remove init cross attn layers from file

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* Style

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* Clean up

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* update branch

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* Set headscale false (#4364)

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* Add wandb as dependency (#4365)

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* Raise trainer error (#4356)

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* Set headscale false (#4364) (#4366)

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* Finetuning changes for BART (#4003)

* Temp

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* Checkpoint converter to nemo for bart

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* Style

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* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (#4357)

* Style

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* Fix logging warning

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* Refactor bias act fusion

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* Update NMT config

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* Fix electronic bug, new time ITN rule (#4355)

* fix electronic bug

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* add new itn time rule

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* revert domain changes

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* remove repetition

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* Update ci tests

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* Correct support for dataclasses in default module dim (#4372)

* Correct support for dataclasses in default module dim

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* Fix path for save of results

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* fix pad id bug (#4377)

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* Question answering bug fix (#4381)

* refactor dialogue state tracking for modelling/dataset interoperability

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* fix style changes

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* fix typo

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* fix style raised by lgtm

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* fix style formatting

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* update template to include description of intent

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* update Jenkinsfile

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* changes based on requests in review

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* add compatibility with assistant dataset

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* update Jenkins

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* remove dialogue_state_tracking

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* update huggingface utils for dialogue

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* rename dialogue_state_tracking_hybrid to dialogue_state_tracking_sgdqa

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* style fix

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* fix style

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

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* update Jenkinsfile for SGDGEN

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* update Jenkinsfile for SGDGEN

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* update Jenkinsfile for SGDGEN

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* update Jenkinsfile for SGDGEN

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* update Jenkinsfile for SGDGEN

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* fix typo

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* add docstrings for assistant data processsor

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* update Jenkins for SGDGEN local checkpoint

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* update style

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* use local vocab file for Jenkinsfile

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* patch for Jenkins CI using local file

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* add slot filling prediction and metrics

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* remove unused code

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* style fix

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* refactor metrics code out of Dialogue GPT Model

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* integrate backward compatible support for IntentSlotClassificationModel (bert model)

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* save prediction file for IntentSlotClassification

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* update dialogue gpt model training for megatron gpt

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

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* add few shot capability to dialogue gpt model

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* update Jenkinsfile and remove unused import

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* update code description and clarity

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* address PR comments

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* 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

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* 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>

* style fix

* style fix

* correct typo

* style fix

* style fix

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>

* Fix ASR Typos in tutorials (#4384)

* Fix typos

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

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
(cherry picked from commit 0322b15)

Co-authored-by: Travis Bartley <Travismbartley@gmail.com>

* Add Docs for NeMo Adapters (#4369)

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

* Update NeMo docs (#4397)

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

Co-authored-by: Eric Harper <complex451@gmail.com>

* Punctuation and capitalization tests race condition (#4399)

* Add draft of race condition fixes

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Minor improvements

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* More race condition fixes

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Improve error message

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Improve error message

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Improve error message

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* bias act fusion changes

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

* Address comments

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

* Fix geglu without fusion

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

* Reset files to main

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

* Remove hidden blocks

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

* Fix style

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: Abhinav Khattar <aklife97@gmail.com>
Co-authored-by: ericharper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.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: Travis Bartley <Travismbartley@gmail.com>
Co-authored-by: PeganovAnton <peganoff2@mail.ru>
PeganovAnton pushed a commit that referenced this pull request Jul 7, 2022
* Dataloader, collector, loss and metric for multiscale diarization decoder  (#4187)

* First commit

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

* Checked funtionality and imports

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

* fixed import issues

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

* Removed the changed made by mistake

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

* Style fix

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

* Fixed LGTM errors 001

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

* Fixed LGTM and style fix

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

* Changed docstrings

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

* LGTM again

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

* Removed unnecessary torch setting lines

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

* Style fix and isort

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

* jbalam-nv comments reflected

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

* style fix

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

* Reflected comments and created _diar_label.py

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

* Typo fix and style fix

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

* Fixed target_spks[0] index error

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

* style fix

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

* LGTM unused import IterDataset

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

* revert collection doc year

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

* Code format error in collections.py

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

* fix collections space format error

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

* merged main correctly

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

* style fix

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

* Reflected all comments and tested

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

* style fix and LGTM

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

* rttm_filepath to rttm_file and removed self included funcs, tested

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

Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* removed references to data_dir

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

* added missing parameters to data preparation script

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

* removed unnecessary file extension check

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

* Add ASR CTC Decoding module (#4342)

* Initial commit

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

* Full support for decoding strategy

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

* Temp

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

* Fix labels of y_sequence

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

* Set support for sentencepiece subword merging

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

* Fix char and word based token merge alignment

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

* Revert incorrect change

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

* Update docstring

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

* Improve compatibility with greedy tokens and log probs

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

* Update scripts to use decoding strategy

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

* Add tests and docs

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

* Add tests and docs

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

* Fix speaker decoder timestamps

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

* Fix speaker decoder timestamps

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

* Fix decoding of ctc models

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

* Address reviewer comments

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

* Address reviewer comments

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

* Option to disable mp in VAD via num_workers=1 (#4317)

* Option to disable mp in VAD via num_workers=1

In certain environments python multiprocessing can deadlock. This adds a convenient version to disable by setting num_workers to 1.

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

* add none handling

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

* additional none handling

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* remove redundant bias expand (#4382)

* remove redundant bias expand

Signed-off-by: Xiaowei Ren <xren@nvidia.com>

* delete redundant code

Signed-off-by: Xiaowei Ren <xren@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* fixed style

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

* Add option for specifying wandb save_dir from config (#4379)

* give option to user to specify wandb save dir via config

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* create save_dir directory for wandb logger if not exists

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* update save_dir get method with a default value

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* [Bugfix][TTS] wrong order of returned tuple for general_collate_fn. (#4388)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Merge r1.10.0 main (#4398)

* update branch

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

* Set headscale false (#4364)

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

* Add wandb as dependency (#4365)

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

* Raise trainer error (#4356)

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Set headscale false (#4364) (#4366)

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

* Finetuning changes for BART (#4003)

* Temp

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

* Checkpoint converter to nemo for bart

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

* Style

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (#4357)

* Style

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

* Fix logging warning

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Fix electronic bug, new time ITN rule (#4355)

* fix electronic bug

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

* add new itn time rule

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

* revert domain changes

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

* remove repetition

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

* Correct support for dataclasses in default module dim (#4372)

* Correct support for dataclasses in default module dim

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

* Fix path for save of results

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

* fix pad id bug (#4377)

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

* Question answering bug fix (#4381)

* refactor dialogue state tracking for modelling/dataset interoperability

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

* fix style changes

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

* fix typo

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

* fix style raised by lgtm

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

* 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>

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

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

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

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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

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* save prediction file for IntentSlotClassification

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

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

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* update Jenkinsfile and remove unused import

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* update code description and clarity

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* address PR comments

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* integrate compatibility with ZeroShotIntentModel

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

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

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* update Jenkinsfile

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

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* debug bleu metric

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* 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

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* update Jenkinsfile

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

* fix Jenkins CI issue"

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* remove unnecessary imports

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* 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

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

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* update checkpoint and predictions filename to include epoch number

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* integrate Dialogue Nearest Neighbour Model

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* update Jenkins

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* update jenkins

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* update jenkins

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

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* style fix

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* style fix

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* style fix

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* remove unnecessary artifacts to reduce memory use

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* update link within dialogue tutorial

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* restore previously delete files

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* update error handling when loss = nan

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* update nan handling

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* update spanning loss func

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* update spanning loss

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* fix type error raised in qa_dataset.py

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* add error checking message

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* revert back to float32

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* revert back to float32

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* update error msgs

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* update error msgs

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* update error msgs

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* update error msgs

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* update error msgs

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* update error msgs

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* update error msgs

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* update error msgs

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* update exp logging

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* update error msgs

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* update loading of large file from pickle to json

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* limit number of negative samples

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* revert post processing

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* revert post processing

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* remove unused methods and style fix

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* add more documentation

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* remove unused imports

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* changes base on PR review

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* set wandb logger falseby default

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

* style fix

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* correct typo

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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>

* Fix ASR Typos in tutorials (#4384)

* Fix typos

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

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
(cherry picked from commit 0322b15)

Co-authored-by: Travis Bartley <Travismbartley@gmail.com>

* Add Docs for NeMo Adapters (#4369)

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

* Update NeMo docs (#4397)

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* update branch

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* remove Copy of

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Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.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>
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* [bugfix][TTS] pitch, voiced_mask, prob_voiced have the same values. (#4392)

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* Fixing import error in some cases (#4401)

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* Fixing bugs in calling method ctc_decoder_predictions_tensor. (#4414)

* updated ctc decoding calls.

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* fixed the ones for timestamp_utils.py

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* fixed the ones for timestamp_utils.py

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* fixed the ones for timestamp_utils.py

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* Update with new conformer checkpoints. (#4417)

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* [TTS] add static method decorator. (#4443)

* [TTS] add static method decorator.

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* remove protect prefix

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* fixed style error

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

Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Georg Kucsko <gkucsko@users.noreply.github.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Co-authored-by: Xiaowei Ren <103958965+xrennvidia@users.noreply.github.com>
Co-authored-by: Shantanu Acharya <shantanua@nvidia.com>
Co-authored-by: Travis Bartley <Travismbartley@gmail.com>
Co-authored-by: tbartley94 <tbartley@nvidia.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.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: Boris Fomitchev <borisfom@users.noreply.github.com>
Co-authored-by: Vahid Noroozi <VahidooX@users.noreply.github.com>
arendu pushed a commit that referenced this pull request Jul 21, 2022
* Temp

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* Add megatron dataset

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* Update config and fix global batch fetcher

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* Add dataset class

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* Update comments

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* Style

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* Update yaml

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* Fix duplicate yaml key

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* Translate method and preprocess script for raw text

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* Style

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* Remove pdb

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* Fix arg name

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* Fix other arg

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* Change sampler back

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* Move back to global batch fetcher to use distributed sampler

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* Add text memmap data

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* Update monitor

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* Fixes for PP

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* Remove unused import

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* Truncate examples in text memmap

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* NMT training batch interpolation key

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* tarred data fix

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* Change dataset type check

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* Fix sampler

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* Pass dataset cfg to determine type

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* Log global step on validation step as well

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* Fix NMT model saving with artifacts

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* Initialize DDP in decode if not initialized. Needed for inference only mode

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* Megatron NMT inference script

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* Inference config file

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* hardcode max delta temporarily

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* Style

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* detokenizer if processor is not none

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* Sampler config

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* Compat with configs without sampler arg

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* Style

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* Comment for validation dataset type

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* Fix tokenizer building

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* CI test for megatron nmt

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* Fix tokenizer in restore

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* Style

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* O2 restore from fix

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* Remove print

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* Change tokenizer model name in config

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* Logging

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* Set seed for distributed sampler

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* Cluster debugging messages

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* Style

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* Fix max generation delta

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* No LM Init

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* Use nlp save restore connector

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* Remove useless infer args

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* Typo

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* UTF8 safe print of translation result

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* update error msgs

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* add more documentation

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* changes base on PR review

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* style fix

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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>
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* Fix ASR Typos in tutorials (#4384)

* Fix typos

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* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (#4383)

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Co-authored-by: tbartley94 <tbartley@nvidia.com>
(cherry picked from commit 0322b15)

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* Add Docs for NeMo Adapters (#4369)

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* Update NeMo docs (#4397)

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* Punctuation and capitalization tests race condition (#4399)

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* Minor improvements

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* Improve error message

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* Improve error message

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* bias act fusion changes

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* Address comments

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* Fix geglu without fusion

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* Reset files to main

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* Remove hidden blocks

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Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
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Co-authored-by: PeganovAnton <peganoff2@mail.ru>
Signed-off-by: arendu <adithya.r@gmail.com>
arendu pushed a commit that referenced this pull request Jul 21, 2022
* Dataloader, collector, loss and metric for multiscale diarization decoder  (#4187)

* First commit

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

* Checked funtionality and imports

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

* fixed import issues

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

* Removed the changed made by mistake

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* Style fix

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

* Fixed LGTM errors 001

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

* Fixed LGTM and style fix

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

* Changed docstrings

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

* LGTM again

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

* Removed unnecessary torch setting lines

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

* Style fix and isort

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* jbalam-nv comments reflected

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* style fix

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* Reflected comments and created _diar_label.py

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* Typo fix and style fix

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* Fixed target_spks[0] index error

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* style fix

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* LGTM unused import IterDataset

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* revert collection doc year

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* Code format error in collections.py

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* fix collections space format error

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* merged main correctly

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

* style fix

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

* Reflected all comments and tested

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

* style fix and LGTM

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

* rttm_filepath to rttm_file and removed self included funcs, tested

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

Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* removed references to data_dir

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

* added missing parameters to data preparation script

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

* removed unnecessary file extension check

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

* Add ASR CTC Decoding module (#4342)

* Initial commit

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

* Full support for decoding strategy

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

* Temp

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

* Fix labels of y_sequence

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

* Set support for sentencepiece subword merging

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

* Fix char and word based token merge alignment

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

* Revert incorrect change

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

* Update docstring

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

* Improve compatibility with greedy tokens and log probs

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

* Update scripts to use decoding strategy

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

* Add tests and docs

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

* Add tests and docs

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

* Fix speaker decoder timestamps

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

* Fix speaker decoder timestamps

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

* Fix decoding of ctc models

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

* Address reviewer comments

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

* Address reviewer comments

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

* Option to disable mp in VAD via num_workers=1 (#4317)

* Option to disable mp in VAD via num_workers=1

In certain environments python multiprocessing can deadlock. This adds a convenient version to disable by setting num_workers to 1.

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

* add none handling

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

* additional none handling

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* remove redundant bias expand (#4382)

* remove redundant bias expand

Signed-off-by: Xiaowei Ren <xren@nvidia.com>

* delete redundant code

Signed-off-by: Xiaowei Ren <xren@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* fixed style

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

* Add option for specifying wandb save_dir from config (#4379)

* give option to user to specify wandb save dir via config

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* create save_dir directory for wandb logger if not exists

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* update save_dir get method with a default value

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* [Bugfix][TTS] wrong order of returned tuple for general_collate_fn. (#4388)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Merge r1.10.0 main (#4398)

* update branch

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

* Set headscale false (#4364)

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

* Add wandb as dependency (#4365)

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

* Raise trainer error (#4356)

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Set headscale false (#4364) (#4366)

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

* Finetuning changes for BART (#4003)

* Temp

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

* Checkpoint converter to nemo for bart

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

* Style

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (#4357)

* Style

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

* Fix logging warning

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Fix electronic bug, new time ITN rule (#4355)

* fix electronic bug

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

* add new itn time rule

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

* revert domain changes

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

* remove repetition

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

* Correct support for dataclasses in default module dim (#4372)

* Correct support for dataclasses in default module dim

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

* Fix path for save of results

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

* fix pad id bug (#4377)

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

* Question answering bug fix (#4381)

* refactor dialogue state tracking for modelling/dataset interoperability

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

* fix style changes

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

* fix typo

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

* fix style raised by lgtm

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

* 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>

* style fix

* style fix

* correct typo

* style fix

* style fix

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>

* Fix ASR Typos in tutorials (#4384)

* Fix typos

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

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
(cherry picked from commit 0322b15)

Co-authored-by: Travis Bartley <Travismbartley@gmail.com>

* Add Docs for NeMo Adapters (#4369)

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

* Update NeMo docs (#4397)

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

Co-authored-by: Eric Harper <complex451@gmail.com>

* update branch

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

* remove Copy of

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

Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.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: Travis Bartley <Travismbartley@gmail.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* [bugfix][TTS] pitch, voiced_mask, prob_voiced have the same values. (#4392)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Fixing import error in some cases (#4401)

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Fixing bugs in calling method ctc_decoder_predictions_tensor. (#4414)

* updated ctc decoding calls.

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

* fixed the ones for timestamp_utils.py

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

* fixed the ones for timestamp_utils.py

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

* fixed the ones for timestamp_utils.py

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

* Update with new conformer checkpoints. (#4417)

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

* [TTS] add static method decorator. (#4443)

* [TTS] add static method decorator.

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

* remove protect prefix

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

* fixed style error

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Georg Kucsko <gkucsko@users.noreply.github.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Co-authored-by: Xiaowei Ren <103958965+xrennvidia@users.noreply.github.com>
Co-authored-by: Shantanu Acharya <shantanua@nvidia.com>
Co-authored-by: Travis Bartley <Travismbartley@gmail.com>
Co-authored-by: tbartley94 <tbartley@nvidia.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.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: Boris Fomitchev <borisfom@users.noreply.github.com>
Co-authored-by: Vahid Noroozi <VahidooX@users.noreply.github.com>
Signed-off-by: arendu <adithya.r@gmail.com>
paarthneekhara added a commit to paarthneekhara/NeMo that referenced this pull request Jul 24, 2022
* Megatron BART BOS / EOS bug fix (#4495)

* 1. Debugging.

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

* 1. BART dataset fixes missing <EOS> for deocder output.

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

* 1. Debugging.

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

* 1. Debugging.

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

* 1. Removed extra padding from BARTDataset.

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

* GPT Prompt Learning Improvements (#4496)

* Updated pipeline parallel code to speed up training

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

* Load global batch size not local mini batch size

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

* Python reformatting

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

* Megatron perceiver with tensor parallelism only (#4318)

* Temp

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

* Add megatron dataset

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

* Update config and fix global batch fetcher

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

* Add dataset class

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

* Update comments

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

* Style

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

* Update yaml

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

* Fix duplicate yaml key

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

* Translate method and preprocess script for raw text

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

* Style

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

* Remove pdb

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

* Fix arg name

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

* Fix other arg

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

* Change sampler back

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

* Move back to global batch fetcher to use distributed sampler

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

* Add text memmap data

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

* Update monitor

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

* Fixes for PP

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

* Remove unused import

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

* Truncate examples in text memmap

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

* NMT training batch interpolation key

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

* tarred data fix

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

* Change dataset type check

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

* Fix sampler

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

* Pass dataset cfg to determine type

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

* Log global step on validation step as well

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

* Fix NMT model saving with artifacts

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

* Initialize DDP in decode if not initialized. Needed for inference only mode

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

* Megatron NMT inference script

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

* Inference config file

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

* hardcode max delta temporarily

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

* Style

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

* detokenizer if processor is not none

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

* Sampler config

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

* Compat with configs without sampler arg

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

* Style

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

* Comment for validation dataset type

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

* Fix tokenizer building

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

* CI test for megatron nmt

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

* Fix tokenizer in restore

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

* Style

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

* O2 restore from fix

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

* Remove print

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

* Change tokenizer model name in config

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

* Logging

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

* Set seed for distributed sampler

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

* Cluster debugging messages

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

* Style

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

* Fix max generation delta

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

* No LM Init

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

* Use nlp save restore connector

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

* Remove useless infer args

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

* Typo

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

* UTF8 safe print of translation result

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

* Style

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

* Add save restore connector back with comment

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

* Refactor

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

* Fix CI test

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

* Add missing args

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

* Address comments

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

* Empty to restart

* Fix CI test

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

* Check for test ds

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

* set fusion to false

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

* Initial perceiver encoder

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

* Perceiver with PP=1

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

* Remove init cross attn

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

* CI test and remove init cross attn arg

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

* Remove init cross attn layers from file

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

* Style

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

* Clean up

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

* update branch

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

* Set headscale false (#4364)

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

* Add wandb as dependency (#4365)

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

* Raise trainer error (#4356)

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Set headscale false (#4364) (#4366)

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

* Finetuning changes for BART (#4003)

* Temp

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

* Checkpoint converter to nemo for bart

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

* Style

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (#4357)

* Style

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

* Fix logging warning

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Refactor bias act fusion

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

* Update NMT config

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

* Fix electronic bug, new time ITN rule (#4355)

* fix electronic bug

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

* add new itn time rule

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

* revert domain changes

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

* remove repetition

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

* Update ci tests

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

* Correct support for dataclasses in default module dim (#4372)

* Correct support for dataclasses in default module dim

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

* Fix path for save of results

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

* fix pad id bug (#4377)

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

* Question answering bug fix (#4381)

* refactor dialogue state tracking for modelling/dataset interoperability

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

* fix style changes

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

* fix typo

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

* fix style raised by lgtm

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

* 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>

* style fix

* style fix

* correct typo

* style fix

* style fix

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>

* Fix ASR Typos in tutorials (#4384)

* Fix typos

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

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
(cherry picked from commit 0322b158f26a0b690edca7a84714e33752283923)

Co-authored-by: Travis Bartley <Travismbartley@gmail.com>

* Add Docs for NeMo Adapters (#4369)

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

* Update NeMo docs (#4397)

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

Co-authored-by: Eric Harper <complex451@gmail.com>

* Punctuation and capitalization tests race condition (#4399)

* Add draft of race condition fixes

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Minor improvements

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* More race condition fixes

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Improve error message

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Improve error message

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Improve error message

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* bias act fusion changes

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

* Address comments

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

* Fix geglu without fusion

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

* Reset files to main

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

* Remove hidden blocks

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

* Fix style

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: Abhinav Khattar <aklife97@gmail.com>
Co-authored-by: ericharper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.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: Travis Bartley <Travismbartley@gmail.com>
Co-authored-by: PeganovAnton <peganoff2@mail.ru>

* NMESC speaker counting algorithm update (#4500)

* initial commit

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

* style fix

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

* Default maj_vote = False, max_rp=0.25

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

* doc strings and style fix

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

* Docstring minor edit

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

* Default False in the functions

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

* fixed repeated variable

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

* Default as maj_vote=False

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

* removed redundant part in wrtie_rttm func

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

* Removed unused function

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

* Updated and tested silence and very short samples

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

* style fix

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

* Style fix and removing unnecessary parts

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

* unused variables are removed

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

* Fixed commented torch.jit.script

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

* majority voting update

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

* cancelling the update on speaker_utils and clus_diarizer

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

* style fix

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

* bug fix

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

* Added fp32 converting for torch.mm

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

Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>

* Fix dataset parameter typo on tacotron2 example yaml (#4471)

Signed-off-by: saarus72 <saarus72@gmail.com>

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

* Noam lr sched: do not force min_lr after max_steps (#4472)

Signed-off-by: Adrian Lancucki <alancucki@users.noreply.github.com>

Co-authored-by: Adrian Lancucki <alancucki@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* Refactor for punctuation model (#4367)

* Dataloader, collector, loss and metric for multiscale diarization decoder  (#4187)

* First commit

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

* Checked funtionality and imports

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

* fixed import issues

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

* Removed the changed made by mistake

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

* Style fix

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

* Fixed LGTM errors 001

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

* Fixed LGTM and style fix

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

* Changed docstrings

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

* LGTM again

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

* Removed unnecessary torch setting lines

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

* Style fix and isort

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

* jbalam-nv comments reflected

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

* style fix

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

* Reflected comments and created _diar_label.py

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

* Typo fix and style fix

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

* Fixed target_spks[0] index error

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

* style fix

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

* LGTM unused import IterDataset

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

* revert collection doc year

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

* Code format error in collections.py

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

* fix collections space format error

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

* merged main correctly

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

* style fix

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

* Reflected all comments and tested

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

* style fix and LGTM

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

* rttm_filepath to rttm_file and removed self included funcs, tested

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

Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* removed references to data_dir

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

* added missing parameters to data preparation script

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

* removed unnecessary file extension check

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

* Add ASR CTC Decoding module (#4342)

* Initial commit

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

* Full support for decoding strategy

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

* Temp

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

* Fix labels of y_sequence

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

* Set support for sentencepiece subword merging

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

* Fix char and word based token merge alignment

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

* Revert incorrect change

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

* Update docstring

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

* Improve compatibility with greedy tokens and log probs

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

* Update scripts to use decoding strategy

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

* Add tests and docs

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

* Add tests and docs

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

* Fix speaker decoder timestamps

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

* Fix speaker decoder timestamps

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

* Fix decoding of ctc models

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

* Address reviewer comments

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

* Address reviewer comments

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

* Option to disable mp in VAD via num_workers=1 (#4317)

* Option to disable mp in VAD via num_workers=1

In certain environments python multiprocessing can deadlock. This adds a convenient version to disable by setting num_workers to 1.

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

* add none handling

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

* additional none handling

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* remove redundant bias expand (#4382)

* remove redundant bias expand

Signed-off-by: Xiaowei Ren <xren@nvidia.com>

* delete redundant code

Signed-off-by: Xiaowei Ren <xren@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* fixed style

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

* Add option for specifying wandb save_dir from config (#4379)

* give option to user to specify wandb save dir via config

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* create save_dir directory for wandb logger if not exists

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* update save_dir get method with a default value

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* [Bugfix][TTS] wrong order of returned tuple for general_collate_fn. (#4388)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Merge r1.10.0 main (#4398)

* update branch

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

* Set headscale false (#4364)

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

* Add wandb as dependency (#4365)

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

* Raise trainer error (#4356)

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Set headscale false (#4364) (#4366)

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

* Finetuning changes for BART (#4003)

* Temp

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

* Checkpoint converter to nemo for bart

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

* Style

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (#4357)

* Style

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

* Fix logging warning

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Fix electronic bug, new time ITN rule (#4355)

* fix electronic bug

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

* add new itn time rule

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

* revert domain changes

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

* remove repetition

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

* Correct support for dataclasses in default module dim (#4372)

* Correct support for dataclasses in default module dim

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

* Fix path for save of results

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

* fix pad id bug (#4377)

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

* Question answering bug fix (#4381)

* refactor dialogue state tracking for modelling/dataset interoperability

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

* fix style changes

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

* fix typo

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

* fix style raised by lgtm

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

* 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>

* style fix

* style fix

* correct typo

* style fix

* style fix

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>

* Fix ASR Typos in tutorials (#4384)

* Fix typos

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

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
(cherry picked from commit 0322b158f26a0b690edca7a84714e33752283923)

Co-authored-by: Travis Bartley <Travismbartley@gmail.com>

* Add Docs for NeMo Adapters (#4369)

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

* Update NeMo docs (#4397)

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

Co-authored-by: Eric Harper <complex451@gmail.com>

* update branch

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

* remove Copy of

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

Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.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: Travis Bartley <Travismbartley@gmail.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* [bugfix][TTS] pitch, voiced_mask, prob_voiced have the same values. (#4392)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Fixing import error in some cases (#4401)

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Fixing bugs in calling method ctc_decoder_predictions_tensor. (#4414)

* updated ctc decoding calls.

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

* fixed the ones for timestamp_utils.py

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

* fixed the ones for timestamp_utils.py

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

* fixed the ones for timestamp_utils.py

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

* Update with new conformer checkpoints. (#4417)

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

* [TTS] add static method decorator. (#4443)

* [TTS] add static method decorator.

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

* remove protect prefix

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

* fixed style error

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Georg Kucsko <gkucsko@users.noreply.github.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Co-authored-by: Xiaowei Ren <103958965+xrennvidia@users.noreply.github.com>
Co-authored-by: Shantanu Acharya <shantanua@nvidia.com>
Co-authored-by: Travis Bartley <Travismbartley@gmail.com>
Co-authored-by: tbartley94 <tbartley@nvidia.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.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: Boris Fomitchev <borisfom@users.noreply.github.com>
Co-authored-by: Vahid Noroozi <VahidooX@users.noreply.github.com>

* bug fix - sample rate was being ignored in vocoder dataset when not loading mel

Signed-off-by: Paarth Neekhara <paarth.n@gmail.com>

* Add ITN pt (#4516)

* Add ITN pt

Signed-off-by: Guilherme Steinmann <guist@linse.ufsc.br>

* Fix style

Signed-off-by: Guilherme Steinmann <guist@linse.ufsc.br>

* Fix style

Signed-off-by: Guilherme Steinmann <guist@linse.ufsc.br>

* Update copyright year to 2022 on ITN pt rules and tests

Signed-off-by: Guilherme Steinmann <guist@linse.ufsc.br>

* Fixed WER initialization in ASR_with_Nemo notebook (#4523)

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

Co-authored-by: Ante Jukić <ajukic@nvidia.com>

* Update cmudict (#4510)

phoneme IY1 -> IH1 in NVIDIA
Added phonemes for CUSTOMIZABLE

Update cmudict file revision and its reference.

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

Co-authored-by: Jason Roche <jroche@nvidia.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* [Add] Support for Different LRs with Param Groups (#4508)

* add support for param groups

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

* make config more general

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

Co-authored-by: Eric Harper <complex451@gmail.com>

* Weighted bucketing (#4474)

* Add silence handling for speaker diarization pipeline (#4512)

* initial commit

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

* fixed silence wav file issue causing clustering to evaluate on null embeddings

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

* fixed zero duration issue

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

* updated with comments

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

* minor doc change

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

* update log

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

* Fix runtime check (#4501)

* Runtime check refinements

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Added fp32 casting for ASR nets export

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* style

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Used torch.float32 for clarity

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Fixing parameters passing

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Update finetune label models (#4504)

* initial_script

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

* move old script

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

* remove finetune func from label models

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

* style clean

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

* updated config

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

* update tutorial

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

* lgtm fixes

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

* updated based on comments

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

* update doc

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

* [ASR][Breaking Change] Update signature of Hypothesis alignments (#4511)

* Preserve logprobs when preserving alignments

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

* Update tests for rnnt gredy and beam search

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

* Update all dependents of alignments

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

* Update docs

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

* Weighted bucketing (#4530)

* Additional sentencepiece args - Byte fallback, split digits, split_on_whitespace (#4525)

* Fix geglu without fusion

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

* Add extra args

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

* Reset transformer

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

* Style

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

* Fix spm arg

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

* Fix help string

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

* Add support for ASR Adapter Auxiliary Losses (#4480)

* Add support for access mixin registry of custom losses

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

* add support for asr custom losses

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

* Update for l2 loss

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

* Add unittests

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

* Add unittests

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

* Add unittests

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

* Update registration of tensors to reset after finishing step

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

* Remove comment

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

* Remove comment

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

* Update SSL models

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

* Add support for validation step properly registering tensors

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

* Move reset of registry outside

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

* update (#4520)

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

* fix duplex inference with grammars (#4517)

* fix duplex inference with grammars

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

* add ci test for duplex, fix electronic last sym bug

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

* test fix

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

* fix jenkins

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

* update jenkins grammars

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

* add pt to the docs

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

* fix jenkins

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

* disable test

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

* fix jenkins

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

* jenkins refactor

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

* fix jenkins

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

* fix jenkins

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

* fix jenkins

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

* jenkins

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

* jenkins

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

* jenkins

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

* jenkins

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

* jenkins

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

* jenkins

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

* test

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

* test

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

* test

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

* test

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

Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>

* Add Bucketing support to TarredAudioToClassificationLabelDataset (#4465)

* Add Bucketing support to TarredAudioToClassificationLabelDataset

Signed-off-by: Ewald Enzinger <ewald.enzinger@entn.at>

* Add MTEncDec Finetune support (#4540)

* add FT support

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

* rm preproc

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

* review changes

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

* add CI

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

* newline fix

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

* CI fix

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

* clean up

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

* post training cleanup

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

* test

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

* revert

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

* CI test

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

* revert CI changes

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

* original CI

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

Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>

* Add nsys profiling (#4539)

* add nsys profiling

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

* only access omegaconf in setup

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

* use robust get_rank function

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

* simplify

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

* Update megatron prompt learning interface to dialogue  (#4545)

* refactor dialogue state tracking for modelling/dataset interoperability

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

* fix style changes

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

* fix typo

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

* fix style raised by lgtm

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

* 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 …
paarthneekhara added a commit to paarthneekhara/NeMo that referenced this pull request Jul 24, 2022
* Megatron BART BOS / EOS bug fix (#4495)

* 1. Debugging.

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

* 1. BART dataset fixes missing <EOS> for deocder output.

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

* 1. Debugging.

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

* 1. Debugging.

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

* 1. Removed extra padding from BARTDataset.

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

* GPT Prompt Learning Improvements (#4496)

* Updated pipeline parallel code to speed up training

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

* Load global batch size not local mini batch size

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

* Python reformatting

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

* Megatron perceiver with tensor parallelism only (#4318)

* Temp

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

* Add megatron dataset

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

* Update config and fix global batch fetcher

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

* Add dataset class

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

* Update comments

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

* Style

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

* Update yaml

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

* Fix duplicate yaml key

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

* Translate method and preprocess script for raw text

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

* Style

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

* Remove pdb

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

* Fix arg name

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

* Fix other arg

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

* Change sampler back

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

* Move back to global batch fetcher to use distributed sampler

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

* Add text memmap data

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

* Update monitor

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

* Fixes for PP

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

* Remove unused import

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

* Truncate examples in text memmap

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

* NMT training batch interpolation key

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

* tarred data fix

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

* Change dataset type check

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

* Fix sampler

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

* Pass dataset cfg to determine type

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

* Log global step on validation step as well

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

* Fix NMT model saving with artifacts

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

* Initialize DDP in decode if not initialized. Needed for inference only mode

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

* Megatron NMT inference script

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

* Inference config file

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

* hardcode max delta temporarily

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

* Style

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

* detokenizer if processor is not none

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

* Sampler config

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

* Compat with configs without sampler arg

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

* Style

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

* Comment for validation dataset type

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

* Fix tokenizer building

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

* CI test for megatron nmt

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

* Fix tokenizer in restore

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

* Style

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

* O2 restore from fix

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

* Remove print

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

* Change tokenizer model name in config

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

* Logging

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

* Set seed for distributed sampler

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

* Cluster debugging messages

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

* Style

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

* Fix max generation delta

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

* No LM Init

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

* Use nlp save restore connector

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

* Remove useless infer args

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

* Typo

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

* UTF8 safe print of translation result

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

* Style

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

* Add save restore connector back with comment

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

* Refactor

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

* Fix CI test

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

* Add missing args

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

* Address comments

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

* Empty to restart

* Fix CI test

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

* Check for test ds

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

* set fusion to false

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

* Initial perceiver encoder

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

* Perceiver with PP=1

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

* Remove init cross attn

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

* CI test and remove init cross attn arg

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

* Remove init cross attn layers from file

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

* Style

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

* Clean up

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

* update branch

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

* Set headscale false (#4364)

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

* Add wandb as dependency (#4365)

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

* Raise trainer error (#4356)

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Set headscale false (#4364) (#4366)

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

* Finetuning changes for BART (#4003)

* Temp

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

* Checkpoint converter to nemo for bart

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

* Style

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (#4357)

* Style

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

* Fix logging warning

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Refactor bias act fusion

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

* Update NMT config

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

* Fix electronic bug, new time ITN rule (#4355)

* fix electronic bug

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

* add new itn time rule

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

* revert domain changes

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

* remove repetition

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

* Update ci tests

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

* Correct support for dataclasses in default module dim (#4372)

* Correct support for dataclasses in default module dim

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

* Fix path for save of results

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

* fix pad id bug (#4377)

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

* Question answering bug fix (#4381)

* refactor dialogue state tracking for modelling/dataset interoperability

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

* fix style changes

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

* fix typo

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

* fix style raised by lgtm

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

* 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

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* 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

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* 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

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

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* 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

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* 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

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

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* fix typo in sgd data processor

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* integrate Dialogue Mellon QA Data Processor

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* update mellon qa

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* update dialogue.py to remove outdated info

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* style fix

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* update dialogue_config.yaml

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* update dialogue_config.yaml

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* add dialogue docs

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* address review comments

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* 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

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* make dependency on apex optional

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* 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

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* 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>

* style fix

* style fix

* correct typo

* style fix

* style fix

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>

* Fix ASR Typos in tutorials (#4384)

* Fix typos

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

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
(cherry picked from commit 0322b158f26a0b690edca7a84714e33752283923)

Co-authored-by: Travis Bartley <Travismbartley@gmail.com>

* Add Docs for NeMo Adapters (#4369)

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

* Update NeMo docs (#4397)

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

Co-authored-by: Eric Harper <complex451@gmail.com>

* Punctuation and capitalization tests race condition (#4399)

* Add draft of race condition fixes

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Minor improvements

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* More race condition fixes

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Improve error message

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Improve error message

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Improve error message

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* bias act fusion changes

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

* Address comments

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

* Fix geglu without fusion

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

* Reset files to main

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

* Remove hidden blocks

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

* Fix style

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: Abhinav Khattar <aklife97@gmail.com>
Co-authored-by: ericharper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.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: Travis Bartley <Travismbartley@gmail.com>
Co-authored-by: PeganovAnton <peganoff2@mail.ru>

* NMESC speaker counting algorithm update (#4500)

* initial commit

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

* style fix

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

* Default maj_vote = False, max_rp=0.25

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

* doc strings and style fix

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

* Docstring minor edit

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

* Default False in the functions

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

* fixed repeated variable

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

* Default as maj_vote=False

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

* removed redundant part in wrtie_rttm func

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

* Removed unused function

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

* Updated and tested silence and very short samples

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

* style fix

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

* Style fix and removing unnecessary parts

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

* unused variables are removed

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

* Fixed commented torch.jit.script

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

* majority voting update

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

* cancelling the update on speaker_utils and clus_diarizer

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

* style fix

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

* bug fix

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

* Added fp32 converting for torch.mm

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

Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>

* Fix dataset parameter typo on tacotron2 example yaml (#4471)

Signed-off-by: saarus72 <saarus72@gmail.com>

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

* Noam lr sched: do not force min_lr after max_steps (#4472)

Signed-off-by: Adrian Lancucki <alancucki@users.noreply.github.com>

Co-authored-by: Adrian Lancucki <alancucki@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* Refactor for punctuation model (#4367)

* Dataloader, collector, loss and metric for multiscale diarization decoder  (#4187)

* First commit

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

* Checked funtionality and imports

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

* fixed import issues

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

* Removed the changed made by mistake

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

* Style fix

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

* Fixed LGTM errors 001

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

* Fixed LGTM and style fix

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

* Changed docstrings

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

* LGTM again

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

* Removed unnecessary torch setting lines

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

* Style fix and isort

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

* jbalam-nv comments reflected

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

* style fix

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

* Reflected comments and created _diar_label.py

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

* Typo fix and style fix

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

* Fixed target_spks[0] index error

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

* style fix

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

* LGTM unused import IterDataset

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

* revert collection doc year

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

* Code format error in collections.py

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

* fix collections space format error

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

* merged main correctly

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

* style fix

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

* Reflected all comments and tested

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

* style fix and LGTM

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

* rttm_filepath to rttm_file and removed self included funcs, tested

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

Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* removed references to data_dir

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

* added missing parameters to data preparation script

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

* removed unnecessary file extension check

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

* Add ASR CTC Decoding module (#4342)

* Initial commit

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

* Full support for decoding strategy

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

* Temp

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

* Fix labels of y_sequence

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

* Set support for sentencepiece subword merging

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

* Fix char and word based token merge alignment

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

* Revert incorrect change

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

* Update docstring

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

* Improve compatibility with greedy tokens and log probs

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

* Update scripts to use decoding strategy

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

* Add tests and docs

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

* Add tests and docs

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

* Fix speaker decoder timestamps

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

* Fix speaker decoder timestamps

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

* Fix decoding of ctc models

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

* Address reviewer comments

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

* Address reviewer comments

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

* Option to disable mp in VAD via num_workers=1 (#4317)

* Option to disable mp in VAD via num_workers=1

In certain environments python multiprocessing can deadlock. This adds a convenient version to disable by setting num_workers to 1.

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

* add none handling

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

* additional none handling

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* remove redundant bias expand (#4382)

* remove redundant bias expand

Signed-off-by: Xiaowei Ren <xren@nvidia.com>

* delete redundant code

Signed-off-by: Xiaowei Ren <xren@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* fixed style

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

* Add option for specifying wandb save_dir from config (#4379)

* give option to user to specify wandb save dir via config

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* create save_dir directory for wandb logger if not exists

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* update save_dir get method with a default value

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* [Bugfix][TTS] wrong order of returned tuple for general_collate_fn. (#4388)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Merge r1.10.0 main (#4398)

* update branch

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

* Set headscale false (#4364)

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

* Add wandb as dependency (#4365)

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

* Raise trainer error (#4356)

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Set headscale false (#4364) (#4366)

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

* Finetuning changes for BART (#4003)

* Temp

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

* Checkpoint converter to nemo for bart

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

* Style

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (#4357)

* Style

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

* Fix logging warning

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

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Fix electronic bug, new time ITN rule (#4355)

* fix electronic bug

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

* add new itn time rule

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

* revert domain changes

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

* remove repetition

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

* Correct support for dataclasses in default module dim (#4372)

* Correct support for dataclasses in default module dim

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

* Fix path for save of results

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

* fix pad id bug (#4377)

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

* Question answering bug fix (#4381)

* refactor dialogue state tracking for modelling/dataset interoperability

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

* fix style changes

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

* fix typo

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

* fix style raised by lgtm

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

* 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>

* style fix

* style fix

* correct typo

* style fix

* style fix

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>

* Fix ASR Typos in tutorials (#4384)

* Fix typos

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

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
(cherry picked from commit 0322b158f26a0b690edca7a84714e33752283923)

Co-authored-by: Travis Bartley <Travismbartley@gmail.com>

* Add Docs for NeMo Adapters (#4369)

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

* Update NeMo docs (#4397)

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

Co-authored-by: Eric Harper <complex451@gmail.com>

* update branch

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

* remove Copy of

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

Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.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: Travis Bartley <Travismbartley@gmail.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* [bugfix][TTS] pitch, voiced_mask, prob_voiced have the same values. (#4392)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Fixing import error in some cases (#4401)

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Fixing bugs in calling method ctc_decoder_predictions_tensor. (#4414)

* updated ctc decoding calls.

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

* fixed the ones for timestamp_utils.py

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

* fixed the ones for timestamp_utils.py

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

* fixed the ones for timestamp_utils.py

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

* Update with new conformer checkpoints. (#4417)

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

* [TTS] add static method decorator. (#4443)

* [TTS] add static method decorator.

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

* remove protect prefix

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

* fixed style error

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Georg Kucsko <gkucsko@users.noreply.github.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Co-authored-by: Xiaowei Ren <103958965+xrennvidia@users.noreply.github.com>
Co-authored-by: Shantanu Acharya <shantanua@nvidia.com>
Co-authored-by: Travis Bartley <Travismbartley@gmail.com>
Co-authored-by: tbartley94 <tbartley@nvidia.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.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: Boris Fomitchev <borisfom@users.noreply.github.com>
Co-authored-by: Vahid Noroozi <VahidooX@users.noreply.github.com>

* Add ITN pt (#4516)

* Add ITN pt

Signed-off-by: Guilherme Steinmann <guist@linse.ufsc.br>

* Fix style

Signed-off-by: Guilherme Steinmann <guist@linse.ufsc.br>

* Fix style

Signed-off-by: Guilherme Steinmann <guist@linse.ufsc.br>

* Update copyright year to 2022 on ITN pt rules and tests

Signed-off-by: Guilherme Steinmann <guist@linse.ufsc.br>

* Fixed WER initialization in ASR_with_Nemo notebook (#4523)

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

Co-authored-by: Ante Jukić <ajukic@nvidia.com>

* Update cmudict (#4510)

phoneme IY1 -> IH1 in NVIDIA
Added phonemes for CUSTOMIZABLE

Update cmudict file revision and its reference.

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

Co-authored-by: Jason Roche <jroche@nvidia.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* [Add] Support for Different LRs with Param Groups (#4508)

* add support for param groups

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

* make config more general

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

Co-authored-by: Eric Harper <complex451@gmail.com>

* Weighted bucketing (#4474)

* Add silence handling for speaker diarization pipeline (#4512)

* initial commit

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

* fixed silence wav file issue causing clustering to evaluate on null embeddings

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

* fixed zero duration issue

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

* updated with comments

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

* minor doc change

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

* update log

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

* Fix runtime check (#4501)

* Runtime check refinements

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Added fp32 casting for ASR nets export

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* style

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Used torch.float32 for clarity

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Fixing parameters passing

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Update finetune label models (#4504)

* initial_script

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

* move old script

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

* remove finetune func from label models

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

* style clean

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

* updated config

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

* update tutorial

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

* lgtm fixes

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

* updated based on comments

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

* update doc

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

* [ASR][Breaking Change] Update signature of Hypothesis alignments (#4511)

* Preserve logprobs when preserving alignments

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

* Update tests for rnnt gredy and beam search

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

* Update all dependents of alignments

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

* Update docs

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

* Weighted bucketing (#4530)

* Additional sentencepiece args - Byte fallback, split digits, split_on_whitespace (#4525)

* Fix geglu without fusion

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

* Add extra args

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

* Reset transformer

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

* Style

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

* Fix spm arg

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

* Fix help string

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

* Add support for ASR Adapter Auxiliary Losses (#4480)

* Add support for access mixin registry of custom losses

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

* add support for asr custom losses

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

* Update for l2 loss

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

* Add unittests

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

* Add unittests

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

* Add unittests

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

* Update registration of tensors to reset after finishing step

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

* Remove comment

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

* Remove comment

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update SSL models

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Add support for validation step properly registering tensors

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Move reset of registry outside

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* update (#4520)

Signed-off-by: stevehuang52 <heh@nvidia.com>

* fix duplex inference with grammars (#4517)

* fix duplex inference with grammars

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* add ci test for duplex, fix electronic last sym bug

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* test fix

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* fix jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* update jenkins grammars

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* add pt to the docs

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* fix jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* disable test

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* fix jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* jenkins refactor

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* fix jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* fix jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* fix jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* test

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* test

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* test

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* test

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>

* Add Bucketing support to TarredAudioToClassificationLabelDataset (#4465)

* Add Bucketing support to TarredAudioToClassificationLabelDataset

Signed-off-by: Ewald Enzinger <ewald.enzinger@entn.at>

* Add MTEncDec Finetune support (#4540)

* add FT support

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

* rm preproc

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

* review changes

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

* add CI

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

* newline fix

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

* CI fix

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

* clean up

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

* post training cleanup

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

* test

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

* revert

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

* CI test

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

* revert CI changes

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

* original CI

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>

* Add nsys profiling (#4539)

* add nsys profiling

Signed-off-by: ericharper <complex451@gmail.com>

* only access omegaconf in setup

Signed-off-by: ericharper <complex451@gmail.com>

* use robust get_rank function

Signed-off-by: ericharper <complex451@gmail.com>

* simplify

Signed-off-by: ericharper <complex451@gmail.com>

* Update megatron prompt learning interface to dialogue  (#4545)

* refactor dialogue state tracking for modelling/dataset interoperability

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style changes

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style raised by lgtm

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* 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 …
paarthneekhara added a commit to paarthneekhara/NeMo that referenced this pull request Jul 28, 2022
* Megatron BART BOS / EOS bug fix (#4495)

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. BART dataset fixes missing <EOS> for deocder output.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Removed extra padding from BARTDataset.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* GPT Prompt Learning Improvements (#4496)

* Updated pipeline parallel code to speed up training

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Load global batch size not local mini batch size

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Python reformatting

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Megatron perceiver with tensor parallelism only (#4318)

* Temp

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Add megatron dataset

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Update config and fix global batch fetcher

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Add dataset class

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Update comments

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Update yaml

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix duplicate yaml key

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Translate method and preprocess script for raw text

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove pdb

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix arg name

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix other arg

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Change sampler back

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Move back to global batch fetcher to use distributed sampler

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Add text memmap data

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Update monitor

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fixes for PP

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove unused import

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Truncate examples in text memmap

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* NMT training batch interpolation key

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* tarred data fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Change dataset type check

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix sampler

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Pass dataset cfg to determine type

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Log global step on validation step as well

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix NMT model saving with artifacts

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Initialize DDP in decode if not initialized. Needed for inference only mode

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Megatron NMT inference script

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Inference config file

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* hardcode max delta temporarily

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* detokenizer if processor is not none

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Sampler config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Compat with configs without sampler arg

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Comment for validation dataset type

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix tokenizer building

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* CI test for megatron nmt

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix tokenizer in restore

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* O2 restore from fix

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove print

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Change tokenizer model name in config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Logging

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Set seed for distributed sampler

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Cluster debugging messages

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix max generation delta

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* No LM Init

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Use nlp save restore connector

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove useless infer args

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Typo

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* UTF8 safe print of translation result

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Add save restore connector back with comment

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Refactor

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix CI test

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Add missing args

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Address comments

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty to restart

* Fix CI test

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Check for test ds

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* set fusion to false

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Initial perceiver encoder

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Perceiver with PP=1

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove init cross attn

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* CI test and remove init cross attn arg

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove init cross attn layers from file

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Clean up

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Set headscale false (#4364)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Add wandb as dependency (#4365)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Raise trainer error (#4356)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Set headscale false (#4364) (#4366)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Finetuning changes for BART (#4003)

* Temp

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Checkpoint converter to nemo for bart

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (#4357)

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix logging warning

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Refactor bias act fusion

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Update NMT config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix electronic bug, new time ITN rule (#4355)

* fix electronic bug

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* add new itn time rule

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert domain changes

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* remove repetition

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* Update ci tests

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Correct support for dataclasses in default module dim (#4372)

* Correct support for dataclasses in default module dim

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix path for save of results

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* fix pad id bug (#4377)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Question answering bug fix (#4381)

* refactor dialogue state tracking for modelling/dataset interoperability

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style changes

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style raised by lgtm

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* 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>

* style fix

* style fix

* correct typo

* style fix

* style fix

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>

* Fix ASR Typos in tutorials (#4384)

* Fix typos

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
(cherry picked from commit 0322b158f26a0b690edca7a84714e33752283923)

Co-authored-by: Travis Bartley <Travismbartley@gmail.com>

* Add Docs for NeMo Adapters (#4369)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update NeMo docs (#4397)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>

* Punctuation and capitalization tests race condition (#4399)

* Add draft of race condition fixes

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Minor improvements

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* More race condition fixes

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Improve error message

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Improve error message

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Improve error message

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* bias act fusion changes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Address comments

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix geglu without fusion

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Reset files to main

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove hidden blocks

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: Abhinav Khattar <aklife97@gmail.com>
Co-authored-by: ericharper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.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: Travis Bartley <Travismbartley@gmail.com>
Co-authored-by: PeganovAnton <peganoff2@mail.ru>

* NMESC speaker counting algorithm update (#4500)

* initial commit

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Default maj_vote = False, max_rp=0.25

Signed-off-by: Taejin Park <tango4j@gmail.com>

* doc strings and style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Docstring minor edit

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Default False in the functions

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fixed repeated variable

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Default as maj_vote=False

Signed-off-by: Taejin Park <tango4j@gmail.com>

* removed redundant part in wrtie_rttm func

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Removed unused function

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Updated and tested silence and very short samples

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Style fix and removing unnecessary parts

Signed-off-by: Taejin Park <tango4j@gmail.com>

* unused variables are removed

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Fixed commented torch.jit.script

Signed-off-by: Taejin Park <tango4j@gmail.com>

* majority voting update

Signed-off-by: Taejin Park <tango4j@gmail.com>

* cancelling the update on speaker_utils and clus_diarizer

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* bug fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Added fp32 converting for torch.mm

Signed-off-by: Taejin Park <tango4j@gmail.com>

Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>

* Fix dataset parameter typo on tacotron2 example yaml (#4471)

Signed-off-by: saarus72 <saarus72@gmail.com>

Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* Noam lr sched: do not force min_lr after max_steps (#4472)

Signed-off-by: Adrian Lancucki <alancucki@users.noreply.github.com>

Co-authored-by: Adrian Lancucki <alancucki@users.noreply.github.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* Refactor for punctuation model (#4367)

* Dataloader, collector, loss and metric for multiscale diarization decoder  (#4187)

* First commit

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Checked funtionality and imports

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fixed import issues

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Removed the changed made by mistake

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Fixed LGTM errors 001

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Fixed LGTM and style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Changed docstrings

Signed-off-by: Taejin Park <tango4j@gmail.com>

* LGTM again

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Removed unnecessary torch setting lines

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Style fix and isort

Signed-off-by: Taejin Park <tango4j@gmail.com>

* jbalam-nv comments reflected

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Reflected comments and created _diar_label.py

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Typo fix and style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Fixed target_spks[0] index error

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* LGTM unused import IterDataset

Signed-off-by: Taejin Park <tango4j@gmail.com>

* revert collection doc year

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Code format error in collections.py

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix collections space format error

Signed-off-by: Taejin Park <tango4j@gmail.com>

* merged main correctly

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Reflected all comments and tested

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix and LGTM

Signed-off-by: Taejin Park <tango4j@gmail.com>

* rttm_filepath to rttm_file and removed self included funcs, tested

Signed-off-by: Taejin Park <tango4j@gmail.com>

Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* removed references to data_dir

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* added missing parameters to data preparation script

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* removed unnecessary file extension check

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Add ASR CTC Decoding module (#4342)

* Initial commit

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Full support for decoding strategy

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Temp

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix labels of y_sequence

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Set support for sentencepiece subword merging

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix char and word based token merge alignment

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Revert incorrect change

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update docstring

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Improve compatibility with greedy tokens and log probs

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update scripts to use decoding strategy

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Add tests and docs

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Add tests and docs

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix speaker decoder timestamps

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix speaker decoder timestamps

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix decoding of ctc models

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Address reviewer comments

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Address reviewer comments

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Option to disable mp in VAD via num_workers=1 (#4317)

* Option to disable mp in VAD via num_workers=1

In certain environments python multiprocessing can deadlock. This adds a convenient version to disable by setting num_workers to 1.

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

* add none handling

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

* additional none handling

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* remove redundant bias expand (#4382)

* remove redundant bias expand

Signed-off-by: Xiaowei Ren <xren@nvidia.com>

* delete redundant code

Signed-off-by: Xiaowei Ren <xren@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* fixed style

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Add option for specifying wandb save_dir from config (#4379)

* give option to user to specify wandb save dir via config

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* create save_dir directory for wandb logger if not exists

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* update save_dir get method with a default value

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* [Bugfix][TTS] wrong order of returned tuple for general_collate_fn. (#4388)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Merge r1.10.0 main (#4398)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Set headscale false (#4364)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Add wandb as dependency (#4365)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Raise trainer error (#4356)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Set headscale false (#4364) (#4366)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Finetuning changes for BART (#4003)

* Temp

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Checkpoint converter to nemo for bart

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (#4357)

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix logging warning

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Fix electronic bug, new time ITN rule (#4355)

* fix electronic bug

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* add new itn time rule

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert domain changes

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* remove repetition

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* Correct support for dataclasses in default module dim (#4372)

* Correct support for dataclasses in default module dim

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix path for save of results

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* fix pad id bug (#4377)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Question answering bug fix (#4381)

* refactor dialogue state tracking for modelling/dataset interoperability

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style changes

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style raised by lgtm

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* 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>

* style fix

* style fix

* correct typo

* style fix

* style fix

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>

* Fix ASR Typos in tutorials (#4384)

* Fix typos

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
(cherry picked from commit 0322b158f26a0b690edca7a84714e33752283923)

Co-authored-by: Travis Bartley <Travismbartley@gmail.com>

* Add Docs for NeMo Adapters (#4369)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update NeMo docs (#4397)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* remove Copy of

Signed-off-by: ericharper <complex451@gmail.com>

Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.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: Travis Bartley <Travismbartley@gmail.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* [bugfix][TTS] pitch, voiced_mask, prob_voiced have the same values. (#4392)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Fixing import error in some cases (#4401)

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Fixing bugs in calling method ctc_decoder_predictions_tensor. (#4414)

* updated ctc decoding calls.

Signed-off-by: Vahid <vnoroozi@nvidia.com>

* fixed the ones for timestamp_utils.py

Signed-off-by: Vahid <vnoroozi@nvidia.com>

* fixed the ones for timestamp_utils.py

Signed-off-by: Vahid <vnoroozi@nvidia.com>

* fixed the ones for timestamp_utils.py

Signed-off-by: Vahid <vnoroozi@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Update with new conformer checkpoints. (#4417)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* [TTS] add static method decorator. (#4443)

* [TTS] add static method decorator.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* remove protect prefix

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed style error

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Georg Kucsko <gkucsko@users.noreply.github.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Co-authored-by: Xiaowei Ren <103958965+xrennvidia@users.noreply.github.com>
Co-authored-by: Shantanu Acharya <shantanua@nvidia.com>
Co-authored-by: Travis Bartley <Travismbartley@gmail.com>
Co-authored-by: tbartley94 <tbartley@nvidia.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.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: Boris Fomitchev <borisfom@users.noreply.github.com>
Co-authored-by: Vahid Noroozi <VahidooX@users.noreply.github.com>

* bug fix - sample rate was being ignored in vocoder dataset when not loading mel

Signed-off-by: Paarth Neekhara <paarth.n@gmail.com>

* Add ITN pt (#4516)

* Add ITN pt

Signed-off-by: Guilherme Steinmann <guist@linse.ufsc.br>

* Fix style

Signed-off-by: Guilherme Steinmann <guist@linse.ufsc.br>

* Fix style

Signed-off-by: Guilherme Steinmann <guist@linse.ufsc.br>

* Update copyright year to 2022 on ITN pt rules and tests

Signed-off-by: Guilherme Steinmann <guist@linse.ufsc.br>

* Fixed WER initialization in ASR_with_Nemo notebook (#4523)

Signed-off-by: Ante Jukić <ajukic@nvidia.com>

Co-authored-by: Ante Jukić <ajukic@nvidia.com>

* Update cmudict (#4510)

phoneme IY1 -> IH1 in NVIDIA
Added phonemes for CUSTOMIZABLE

Update cmudict file revision and its reference.

Signed-off-by: Jason Roche <jroche@nvidia.com>

Co-authored-by: Jason Roche <jroche@nvidia.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* [Add] Support for Different LRs with Param Groups (#4508)

* add support for param groups

Signed-off-by: stevehuang52 <heh@nvidia.com>

* make config more general

Signed-off-by: stevehuang52 <heh@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>

* Weighted bucketing (#4474)

* Add silence handling for speaker diarization pipeline (#4512)

* initial commit

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* fixed silence wav file issue causing clustering to evaluate on null embeddings

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* fixed zero duration issue

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* updated with comments

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* minor doc change

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* update log

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* Fix runtime check (#4501)

* Runtime check refinements

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Added fp32 casting for ASR nets export

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* style

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Used torch.float32 for clarity

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Fixing parameters passing

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Update finetune label models (#4504)

* initial_script

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* move old script

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* remove finetune func from label models

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* style clean

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* updated config

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* update tutorial

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* lgtm fixes

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* updated based on comments

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* update doc

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* [ASR][Breaking Change] Update signature of Hypothesis alignments (#4511)

* Preserve logprobs when preserving alignments

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update tests for rnnt gredy and beam search

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update all dependents of alignments

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update docs

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Weighted bucketing (#4530)

* Additional sentencepiece args - Byte fallback, split digits, split_on_whitespace (#4525)

* Fix geglu without fusion

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Add extra args

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Reset transformer

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix spm arg

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix help string

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Add support for ASR Adapter Auxiliary Losses (#4480)

* Add support for access mixin registry of custom losses

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* add support for asr custom losses

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update for l2 loss

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Add unittests

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Add unittests

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Add unittests

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update registration of tensors to reset after finishing step

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Remove comment

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Remove comment

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update SSL models

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Add support for validation step properly registering tensors

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Move reset of registry outside

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* update (#4520)

Signed-off-by: stevehuang52 <heh@nvidia.com>

* fix duplex inference with grammars (#4517)

* fix duplex inference with grammars

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* add ci test for duplex, fix electronic last sym bug

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* test fix

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* fix jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* update jenkins grammars

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* add pt to the docs

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* fix jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* disable test

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* fix jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* jenkins refactor

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* fix jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* fix jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* fix jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* test

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* test

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* test

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* test

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>

* Add Bucketing support to TarredAudioToClassificationLabelDataset (#4465)

* Add Bucketing support to TarredAudioToClassificationLabelDataset

Signed-off-by: Ewald Enzinger <ewald.enzinger@entn.at>

* Add MTEncDec Finetune support (#4540)

* add FT support

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

* rm preproc

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

* review changes

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

* add CI

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

* newline fix

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

* CI fix

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

* clean up

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

* post training cleanup

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

* test

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

* revert

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

* CI test

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

* revert CI changes

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

* original CI

Signed-off-by: Abhinav Khattar <aklife97@gmail.com>

Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>

* Add nsys profiling (#4539)

* add nsys profiling

Signed-off-by: ericharper <complex451@gmail.com>

* only access omegaconf in setup

Signed-off-by: ericharper <complex451@gmail.com>

* use robust get_rank function

Signed-off-by: ericharper <complex451@gmail.com>

* simplify

Signed-off-by: ericharper <complex451@gmail.com>

* Update megatron prompt learning interface to dialogue  (#4545)

* refactor dialogue state tracking for modelling/dataset interoperability

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style changes

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style raised by lgtm

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* 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 assist…
MaximumEntropy added a commit that referenced this pull request Jul 29, 2022
* 1. Added vocab_size property to RegExTokenizer.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed passing hiddens directly.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added support in encoder outputs.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Added comments.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Added automatic mapping of kwargs to args in forward.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Added encode function.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. PP and TP works (but not together)

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Separated get_forward_output_only_func_encode and get_forward_output_only_func_decode.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Set headscale false (#4364)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Add wandb as dependency (#4365)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Raise trainer error (#4356)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Set headscale false (#4364) (#4366)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Finetuning changes for BART (#4003)

* Temp

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Checkpoint converter to nemo for bart

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (#4357)

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix logging warning

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* 1. Added return logits to validation.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed unkown token during sampling.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed RegExTokenizer loading.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed ckpt file with samples int(0).

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed regex tokenizer.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed allowing enc_tokens to be None.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added ability to ignore tokens by id during decode.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed regex tokenizer .nemo loading issue.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed RegEx test.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* r1.10.0 untie embeddings weights (#4519)

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added independent decoder embeddings, and independent decoder token_head.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added support in yaml config.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed initialization.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added tests for untied embeddings and decoder token head.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Updated share_word_embeddings to share_token_embeddings.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.
Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed error in __del__ when TextMemMapDataset fails to build.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed comments.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1.Made method private.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed config names.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed alerts and style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed PP, TP, PP+TP still fails.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

Co-authored-by: Micha Livne <mlivne@nvidia.com>
Co-authored-by: ericharper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
paarthneekhara added a commit to paarthneekhara/NeMo that referenced this pull request Jul 31, 2022
* bug fix - sample rate was being ignored in vocoder dataset when not loading mel

Signed-off-by: Paarth Neekhara <paarth.n@gmail.com>

* handled n segments for a different sampling rate than original sampling rate

Signed-off-by: Paarth Neekhara <paarth.n@gmail.com>

* Added case for n_segments 0, warning for n_segments greater than file length

Signed-off-by: Paarth Neekhara <paarth.n@gmail.com>

* Fix metric setup for finetuning without a test set (NVIDIA#4585)

* Fix metric setup for finetuning without a test set

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix log key

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove pdb

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Minor

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix skip train ds building while finetuning

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>

* r1.10.0 MegaMolBART Compatibility (NVIDIA#4603)

* 1. Added vocab_size property to RegExTokenizer.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed passing hiddens directly.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added support in encoder outputs.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Added comments.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Added automatic mapping of kwargs to args in forward.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Added encode function.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. PP and TP works (but not together)

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Separated get_forward_output_only_func_encode and get_forward_output_only_func_decode.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Set headscale false (NVIDIA#4364)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Add wandb as dependency (NVIDIA#4365)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Raise trainer error (NVIDIA#4356)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Set headscale false (NVIDIA#4364) (NVIDIA#4366)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Finetuning changes for BART (NVIDIA#4003)

* Temp

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Checkpoint converter to nemo for bart

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (NVIDIA#4357)

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix logging warning

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* 1. Added return logits to validation.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed unkown token during sampling.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed RegExTokenizer loading.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed ckpt file with samples int(0).

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed regex tokenizer.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed allowing enc_tokens to be None.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added ability to ignore tokens by id during decode.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed regex tokenizer .nemo loading issue.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed RegEx test.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* r1.10.0 untie embeddings weights (NVIDIA#4519)

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added independent decoder embeddings, and independent decoder token_head.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added support in yaml config.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed initialization.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added tests for untied embeddings and decoder token head.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Updated share_word_embeddings to share_token_embeddings.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.
Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed error in __del__ when TextMemMapDataset fails to build.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed comments.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1.Made method private.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed config names.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed alerts and style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed PP, TP, PP+TP still fails.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

Co-authored-by: Micha Livne <mlivne@nvidia.com>
Co-authored-by: ericharper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>

* Update megatron t5 interface to dialogue (NVIDIA#4626)

* G2P Aligner (NVIDIA#4604)

* Aligner inference notebook in progress. Preprocessing, forward, attn viz

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Hard attn, duration extraction, distance matrix

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Started: phoneme disambiguation using Aligner distance matrix

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Decouple encode_from_g2p() from phoneme tokenizer encode() for disambiguation inference

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Aligner G2P disambiguation using mean L2 embedding distance

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Rename aligner inference notebook

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Header text for Aligner notebook, formatting

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Aligner notebook formatting, header, license updates

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Aligner G2P disambiguation script draft

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Aligner G2P disambiguation script finished

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Remove normalization step to fix words with apostrophes (G2P)

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Fix normalization args for G2P disambiguation

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Allow str to be passed in for supp data, add 'text_normalized' as manifest option

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Aligner G2P script fixes: normalization, tokenization, add brackets around tokens, etc.

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Only disambiguate words in the given heteronyms list

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Filtering option for disambiguation script

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Add confidence thresholding, add PASTY to cmudict entries

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* TTS Aligner tutorial updates to generic path text

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Add confidence to aligner_g2p.py run example

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Move avg word distance function to Aligner encoder, add docstring, fix license

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Aligner Inference notebook updates (link to sample, resources added)

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Fix HF check for model card info (NVIDIA#4628)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Tiny VAD refactoring for postprocessing (NVIDIA#4625)

* binarization start index

Signed-off-by: fayejf <fayejf07@gmail.com>

* fix frame len

Signed-off-by: fayejf <fayejf07@gmail.com>

* style fix

Signed-off-by: fayejf <fayejf07@gmail.com>

* rame UNIT_FRAME_LEN

Signed-off-by: fayejf <fayejf07@gmail.com>

* update overlap script and fix lgtm

Signed-off-by: fayejf <fayejf07@gmail.com>

* style fi

Signed-off-by: fayejf <fayejf07@gmail.com>

* Fix ITN pt (NVIDIA#4623)

Signed-off-by: Guilherme Steinmann <guist@linse.ufsc.br>

* [TN] bug fix "hundred" in Audio-based, added method so split text in sentences (NVIDIA#4610)

* fix duplex inference with grammars

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* fix hundred TN audio bug, add split text

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* fix header year

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* style fix

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* exclude I from roman-ordinal form

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* fix graph_with_and

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* fix tests

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* fix split regex

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* fix warning

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* [Text Processing] G2P for OOV and heteronyms (NVIDIA#4624)

* add models

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* fix header and t5 inference

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* fix jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* fix jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* fix lgtm

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* review fixes

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* fix if/else and removed unused imports

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* replace ModelPT with G2PModel

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* black

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* add missing headers

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* fix TRANSFORMERS_OFFLINE flag

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* jenkins

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* Update README.rst

* Fp16 support for Conformer (NVIDIA#4571)

* adding auto-select best precision for mhsa

* cleanup

* moving mhsa32 check into mhsa

* switching to torch.cuda.is_bf16_supported()

* now using torch.is_autocast_enabled()

* added to non rel mhsa

* only forcing 32bit subsampling if using bf16

* removing unused imports

* moving contexts to utils

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* formatting

Signed-off-by: Dima Rekesh <drekesh@nvidia.com>

* naming

Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>

* Maximum sample-based training for Megatron NMT and Text Memmap based Seq2seq Pre-training (NVIDIA#4396)

* Update blendable dataset, and refactor seq2seq data

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Blendable dataset with binarized mmap working

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Pass seed from cfg to dataset

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix multilingual setup

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Add on epoch start reconfiguration

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Update tokenizer creation for multilingual

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Tmp

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Update NMT script

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove unused import

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Update training script

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Log consumed samples

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Logging on val epoch end

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove redundant print

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Ckpt averaging for non model parallel megatron models

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Update error message

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove check

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Restore fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove ipdb

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fixes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Testing a simple solution

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed. Seems to work. Need to validate.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added support in CSV and text memmap toMEgatron encoder-decoder

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added support in CSV.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.
2. Fixed bugs.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed bugs.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Updated yaml.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed warnings.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed a bug.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added a test for text_memmap

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* Fix retro

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* add docstrings

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Minor

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Uncomment CI tests and fix existing gpt ci tests

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Tmp

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove max step hacking and move on_train_batch_end to base model

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Empty

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: Micha Livne <mlivne@cs.toronto.edu>
Co-authored-by: Eric Harper <complex451@gmail.com>

* NeMo Megatron Doc updates1 (NVIDIA#4633)

* Work on NeMo Megatron OSS documentation

Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com>

* NeMo Megatron doc updates

Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com>

Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: Micha Livne <mlivne@nvidia.com>
Co-authored-by: ericharper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Co-authored-by: Jocelyn <jocelynh@nvidia.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Co-authored-by: Guilherme Steinmann <guist@linse.ufsc.br>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Co-authored-by: Dima Rekesh <bmwshop@gmail.com>
Co-authored-by: Dima Rekesh <drekesh@nvidia.com>
Co-authored-by: Micha Livne <mlivne@cs.toronto.edu>
Davood-M pushed a commit to Davood-M/NeMo that referenced this pull request Aug 9, 2022
* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Set headscale false (NVIDIA#4364)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Add wandb as dependency (NVIDIA#4365)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Raise trainer error (NVIDIA#4356)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Set headscale false (NVIDIA#4364) (NVIDIA#4366)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Finetuning changes for BART (NVIDIA#4003)

* Temp

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Checkpoint converter to nemo for bart

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (NVIDIA#4357)

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix logging warning

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Fix electronic bug, new time ITN rule (NVIDIA#4355)

* fix electronic bug

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* add new itn time rule

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert domain changes

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* remove repetition

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* Correct support for dataclasses in default module dim (NVIDIA#4372)

* Correct support for dataclasses in default module dim

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix path for save of results

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* fix pad id bug (NVIDIA#4377)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Question answering bug fix (NVIDIA#4381)

* refactor dialogue state tracking for modelling/dataset interoperability

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style changes

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style raised by lgtm

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* 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 NVIDIA#3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 2 based on PR NVIDIA#3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 3 based on PR NVIDIA#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>

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Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* add prediction saving code to nearest neighbour and zero shot intent models

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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

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* 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

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* address review comments

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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

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* style fix

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* update link within dialogue tutorial

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* update spanning loss

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* revert back to float32

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* update error msgs

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* 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

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* update error msgs

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update loading of large file from pickle to json

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* update loading of large file from pickle to json

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* revert post processing

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* revert post processing

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* remove unused methods and style fix

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* add more documentation

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* remove unused imports

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* changes base on PR review

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* set wandb logger falseby default

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* style fix

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* correct typo

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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>

* Fix ASR Typos in tutorials (NVIDIA#4384)

* Fix typos

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* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (NVIDIA#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
(cherry picked from commit 0322b15)

Co-authored-by: Travis Bartley <Travismbartley@gmail.com>

* Add Docs for NeMo Adapters (NVIDIA#4369)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update NeMo docs (NVIDIA#4397)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* remove Copy of

Signed-off-by: ericharper <complex451@gmail.com>

Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.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: Travis Bartley <Travismbartley@gmail.com>
Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Davood-M pushed a commit to Davood-M/NeMo that referenced this pull request Aug 9, 2022
* Temp

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* Add megatron dataset

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* Update config and fix global batch fetcher

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* Add dataset class

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* Update comments

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* Style

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* Update yaml

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* Fix duplicate yaml key

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* Style

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* Style

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* Clean up

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* Set headscale false (NVIDIA#4364) (NVIDIA#4366)

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* Checkpoint converter to nemo for bart

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* Style

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* Fix logging warning

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* Update NMT config

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* fix electronic bug

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* remove repetition

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* Update ci tests

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* Correct support for dataclasses in default module dim (NVIDIA#4372)

* Correct support for dataclasses in default module dim

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* Fix path for save of results

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* fix pad id bug (NVIDIA#4377)

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* fix typo

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* update Jenkinsfile

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* changes based on requests in review

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* add compatibility with assistant dataset

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* update Jenkins

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* remove dialogue_state_tracking

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* fix style

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* style fix nemo/collections/nlp/models/dialogue_state_tracking_sgdqa/__init__.py

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* update Jenkinsfile for SGDGEN

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* update Jenkinsfile for SGDGEN

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* update Jenkinsfile for SGDGEN

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* update Jenkinsfile for SGDGEN

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* update Jenkinsfile for SGDGEN

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* fix typo

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* update style

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* patch for Jenkins CI using local file

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* add slot filling prediction and metrics

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* remove unused code

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* integrate backward compatible support for IntentSlotClassificationModel (bert model)

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* save prediction file for IntentSlotClassification

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* update dialogue gpt model training for megatron gpt

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* remove batch generate for HF GPT2, which causes lower performance

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* add few shot capability to dialogue gpt model

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* update Jenkinsfile and remove unused import

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* update code description and clarity

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* address PR comments

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* integrate compatibility with ZeroShotIntentModel

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* rename folder to dialogue due to increased scope and further refactor for clarity

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* added dialogue GPT for sequence generation task (e.g. answer extender)

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* add CI test for DialogueGPTGenerationModel

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* integrate DialogueS2SGenerationModel for generation task (e.g. answer extender)

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* modify huggingface utils to support HF t5/BART models

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* style fix

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* style fix

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* remove unused imports

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* style fix

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* update Jenkinsfile

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* update Jenkinsfile

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* update bleu metric

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* 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 NVIDIA#3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 2 based on PR NVIDIA#3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 3 based on PR NVIDIA#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>

* style fix

* style fix

* correct typo

* style fix

* style fix

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>

* Fix ASR Typos in tutorials (NVIDIA#4384)

* Fix typos

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (NVIDIA#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
(cherry picked from commit 0322b15)

Co-authored-by: Travis Bartley <Travismbartley@gmail.com>

* Add Docs for NeMo Adapters (NVIDIA#4369)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update NeMo docs (NVIDIA#4397)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>

* Punctuation and capitalization tests race condition (NVIDIA#4399)

* Add draft of race condition fixes

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Minor improvements

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* More race condition fixes

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Improve error message

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Improve error message

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Improve error message

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* bias act fusion changes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Address comments

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix geglu without fusion

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Reset files to main

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove hidden blocks

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: Abhinav Khattar <aklife97@gmail.com>
Co-authored-by: ericharper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.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: Travis Bartley <Travismbartley@gmail.com>
Co-authored-by: PeganovAnton <peganoff2@mail.ru>
Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Davood-M pushed a commit to Davood-M/NeMo that referenced this pull request Aug 9, 2022
* Dataloader, collector, loss and metric for multiscale diarization decoder  (NVIDIA#4187)

* First commit

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Checked funtionality and imports

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fixed import issues

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Removed the changed made by mistake

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Fixed LGTM errors 001

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Fixed LGTM and style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Changed docstrings

Signed-off-by: Taejin Park <tango4j@gmail.com>

* LGTM again

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Removed unnecessary torch setting lines

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Style fix and isort

Signed-off-by: Taejin Park <tango4j@gmail.com>

* jbalam-nv comments reflected

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Reflected comments and created _diar_label.py

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Typo fix and style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Fixed target_spks[0] index error

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* LGTM unused import IterDataset

Signed-off-by: Taejin Park <tango4j@gmail.com>

* revert collection doc year

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Code format error in collections.py

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix collections space format error

Signed-off-by: Taejin Park <tango4j@gmail.com>

* merged main correctly

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Reflected all comments and tested

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix and LGTM

Signed-off-by: Taejin Park <tango4j@gmail.com>

* rttm_filepath to rttm_file and removed self included funcs, tested

Signed-off-by: Taejin Park <tango4j@gmail.com>

Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* removed references to data_dir

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* added missing parameters to data preparation script

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* removed unnecessary file extension check

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Add ASR CTC Decoding module (NVIDIA#4342)

* Initial commit

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Full support for decoding strategy

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Temp

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix labels of y_sequence

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Set support for sentencepiece subword merging

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix char and word based token merge alignment

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Revert incorrect change

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update docstring

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Improve compatibility with greedy tokens and log probs

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update scripts to use decoding strategy

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Add tests and docs

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Add tests and docs

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix speaker decoder timestamps

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix speaker decoder timestamps

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix decoding of ctc models

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Address reviewer comments

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Address reviewer comments

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Option to disable mp in VAD via num_workers=1 (NVIDIA#4317)

* Option to disable mp in VAD via num_workers=1

In certain environments python multiprocessing can deadlock. This adds a convenient version to disable by setting num_workers to 1.

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

* add none handling

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

* additional none handling

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* remove redundant bias expand (NVIDIA#4382)

* remove redundant bias expand

Signed-off-by: Xiaowei Ren <xren@nvidia.com>

* delete redundant code

Signed-off-by: Xiaowei Ren <xren@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* fixed style

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Add option for specifying wandb save_dir from config (NVIDIA#4379)

* give option to user to specify wandb save dir via config

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* create save_dir directory for wandb logger if not exists

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* update save_dir get method with a default value

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (NVIDIA#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* [Bugfix][TTS] wrong order of returned tuple for general_collate_fn. (NVIDIA#4388)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Merge r1.10.0 main (NVIDIA#4398)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Set headscale false (NVIDIA#4364)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Add wandb as dependency (NVIDIA#4365)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Raise trainer error (NVIDIA#4356)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Set headscale false (NVIDIA#4364) (NVIDIA#4366)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Finetuning changes for BART (NVIDIA#4003)

* Temp

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Checkpoint converter to nemo for bart

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (NVIDIA#4357)

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix logging warning

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Fix electronic bug, new time ITN rule (NVIDIA#4355)

* fix electronic bug

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* add new itn time rule

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert domain changes

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* remove repetition

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* Correct support for dataclasses in default module dim (NVIDIA#4372)

* Correct support for dataclasses in default module dim

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix path for save of results

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* fix pad id bug (NVIDIA#4377)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Question answering bug fix (NVIDIA#4381)

* refactor dialogue state tracking for modelling/dataset interoperability

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style changes

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style raised by lgtm

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* 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 NVIDIA#3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 2 based on PR NVIDIA#3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 3 based on PR NVIDIA#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

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* 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>

* style fix

* style fix

* correct typo

* style fix

* style fix

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>

* Fix ASR Typos in tutorials (NVIDIA#4384)

* Fix typos

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (NVIDIA#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
(cherry picked from commit 0322b15)

Co-authored-by: Travis Bartley <Travismbartley@gmail.com>

* Add Docs for NeMo Adapters (NVIDIA#4369)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update NeMo docs (NVIDIA#4397)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* remove Copy of

Signed-off-by: ericharper <complex451@gmail.com>

Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.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: Travis Bartley <Travismbartley@gmail.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* [bugfix][TTS] pitch, voiced_mask, prob_voiced have the same values. (NVIDIA#4392)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Fixing import error in some cases (NVIDIA#4401)

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Fixing bugs in calling method ctc_decoder_predictions_tensor. (NVIDIA#4414)

* updated ctc decoding calls.

Signed-off-by: Vahid <vnoroozi@nvidia.com>

* fixed the ones for timestamp_utils.py

Signed-off-by: Vahid <vnoroozi@nvidia.com>

* fixed the ones for timestamp_utils.py

Signed-off-by: Vahid <vnoroozi@nvidia.com>

* fixed the ones for timestamp_utils.py

Signed-off-by: Vahid <vnoroozi@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Update with new conformer checkpoints. (NVIDIA#4417)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* [TTS] add static method decorator. (NVIDIA#4443)

* [TTS] add static method decorator.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* remove protect prefix

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed style error

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Georg Kucsko <gkucsko@users.noreply.github.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Co-authored-by: Xiaowei Ren <103958965+xrennvidia@users.noreply.github.com>
Co-authored-by: Shantanu Acharya <shantanua@nvidia.com>
Co-authored-by: Travis Bartley <Travismbartley@gmail.com>
Co-authored-by: tbartley94 <tbartley@nvidia.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.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: Boris Fomitchev <borisfom@users.noreply.github.com>
Co-authored-by: Vahid Noroozi <VahidooX@users.noreply.github.com>
Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
Davood-M pushed a commit to Davood-M/NeMo that referenced this pull request Aug 9, 2022
* 1. Added vocab_size property to RegExTokenizer.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed passing hiddens directly.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added support in encoder outputs.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Added comments.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Added automatic mapping of kwargs to args in forward.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Added encode function.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. PP and TP works (but not together)

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Separated get_forward_output_only_func_encode and get_forward_output_only_func_decode.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Set headscale false (NVIDIA#4364)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Add wandb as dependency (NVIDIA#4365)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Raise trainer error (NVIDIA#4356)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Set headscale false (NVIDIA#4364) (NVIDIA#4366)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Finetuning changes for BART (NVIDIA#4003)

* Temp

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Checkpoint converter to nemo for bart

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (NVIDIA#4357)

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix logging warning

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* 1. Added return logits to validation.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed unkown token during sampling.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed RegExTokenizer loading.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed ckpt file with samples int(0).

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed regex tokenizer.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed allowing enc_tokens to be None.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added ability to ignore tokens by id during decode.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed regex tokenizer .nemo loading issue.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed RegEx test.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* r1.10.0 untie embeddings weights (NVIDIA#4519)

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added independent decoder embeddings, and independent decoder token_head.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added support in yaml config.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed initialization.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added tests for untied embeddings and decoder token head.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Updated share_word_embeddings to share_token_embeddings.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.
Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed error in __del__ when TextMemMapDataset fails to build.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed comments.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1.Made method private.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed config names.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed alerts and style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed PP, TP, PP+TP still fails.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

Co-authored-by: Micha Livne <mlivne@nvidia.com>
Co-authored-by: ericharper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com>
fayejf added a commit that referenced this pull request Aug 23, 2022
* stateless RNNT working

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* batch decode working

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* working backup

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* good working version

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* temporarily make norm layer have affine

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* temp

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* temp

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] add staticmethod decoration for BetaBinomialInterpolator (#4319)

Signed-off-by: Xuesong Yang <xuesongyxs@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] remove redundant lines and declare global variables and capture (#4320)

exception of non-supported windows.

Signed-off-by: Xuesong Yang <xuesongyxs@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Finetune T5 on the prefix-lm objective (#4328)

* Add script and yaml config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix yaml config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Update yaml to remove hardcoded model path

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fuse bias with geglu in ParallelMLP (#4213)

* add code of fused_bias_geglu

* call fused_bias_geglu in ParallelMLP

* fix some bugs

* change biad_gelu_activation to bias_activation_fusion

* fix the setting of bias_actication_fusion for T5

* delete bias_gelu_fusion from T5 example config

* push reformatted files

* hto4h gemms fusion

* remove hto4h gemms fusion

* push reformatted files

* disable bias_activation_fusion while activation is not geglu

* add bias_activation_fusion in yaml config file

* add bias_gelu_fusion in T5 config yaml file to pass CI test

* change bias_gelu_fusion to bias_activation_fusion for T5 CI test

* recover latest change

Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Support larger datasets for question answering  (#4205)

* refactor dialogue state tracking for modelling/dataset interoperability

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style changes

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style raised by lgtm

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* 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>

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>

* Fix bugs in indexed dataset exam script (#4325)

* fix the typo

Signed-off-by: Yi Dong <yidong@nvidia.com>

* add neighbors option

Signed-off-by: Yi Dong <yidong@nvidia.com>

* change the argument name

Signed-off-by: Yi Dong <yidong@nvidia.com>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Adding docs for ASR SSL (#4303)

* Initial commit for SSL docs

Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com>

* ssl docs update-1

Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com>

* ssl docs update-2

Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com>

Co-authored-by: Krishna Puvvada <kpuvvada@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fuse grad division into async grad allreduce (#4327)

* O2 runs but O1 does not

Signed-off-by: ericharper <complex451@gmail.com>

* disable async for O1

Signed-off-by: ericharper <complex451@gmail.com>

* typo

Signed-off-by: ericharper <complex451@gmail.com>

* update async flag in configure_optimizers

Signed-off-by: ericharper <complex451@gmail.com>

* typo

Signed-off-by: ericharper <complex451@gmail.com>

* revert

Signed-off-by: ericharper <complex451@gmail.com>

* update _require if using async

Signed-off-by: ericharper <complex451@gmail.com>

* clean comments

Signed-off-by: ericharper <complex451@gmail.com>

* always all_reduce

Signed-off-by: ericharper <complex451@gmail.com>

* add async grad allreduce and chunk optimization to T5

* push reformatted files after style check

* set chunk size as 0 while async grad allreduce is off

* more experiments show that 125MB is a better default chunk size for most cases

* add grad_allreduce_chunk_size_mb for GPT-3

* at the end of each training step, wait until all async grad allreduce works are done

* replace individual allreduce work.wait() with a single dGPU evice synchroonization

* add code of fused_bias_geglu

* call fused_bias_geglu in ParallelMLP

* record the status of each allreduce work seems too much for perf

* add more comments

* push a reformatted file

* fix some bugs

* change biad_gelu_activation to bias_activation_fusion

* fix the setting of bias_actication_fusion for T5

* delete bias_gelu_fusion from T5 example config

* push reformatted files

* fuse grad scale with allreduce

* push reformatted files

* hto4h gemms fusion

* remove hto4h gemms fusion

* add grad_scale_ar_fusion into GPT-3

* push reformatted files

* push reformatted files

* rename grad_scale_ar_fusion to grad_div_ar_fusion

* disable bias_activation_fusion while activation is not geglu

* add bias_activation_fusion in yaml config file

* add bias_gelu_fusion in T5 config yaml file to pass CI test

* change bias_gelu_fusion to bias_activation_fusion for T5 CI test

* recover latest change

* add grad_div_ar_fusion in config yaml file

* remove a redundant float()

Co-authored-by: ericharper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Update container to 22.05 (#4329)

* update container to 22.05

Signed-off-by: ericharper <complex451@gmail.com>

* try adding safe directory

Signed-off-by: ericharper <complex451@gmail.com>

* try env var

Signed-off-by: ericharper <complex451@gmail.com>

* printenv

Signed-off-by: ericharper <complex451@gmail.com>

* try GIT_BRANCH

Signed-off-by: ericharper <complex451@gmail.com>

* typo

Signed-off-by: ericharper <complex451@gmail.com>

* remove dbug statements

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Torchaudio installation fix (#4330)

* separate installer added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* apply suggestions, minor fixes

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] enforced pin_memory = True (#4341)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Merge r1.9.0 main (#4331)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* update package info

Signed-off-by: ericharper <complex451@gmail.com>

* cleaned up TN/ ITN doc (#4119)

* cleaned up TN/ ITN doc

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix typo

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* Draft: Fix restoring from checkpoint for case when `model.common_dataset_parameters.label_vocab_dir` is provided (#4136)

* Fix restoring from checkpoint with label vocab dir

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Add tests for various ways to pass label ids to model

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix typo

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix typo

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Do not create tmp directory

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix parameter name

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* finish cherry-pick op

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix labels errors

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Remove duplicate stage

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Change target branch

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* fix doc (#4146)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* Tacotron2 retrain (#4103)

* fix yaml

Signed-off-by: treacker <emshabalin@yandex.ru>

* Fix for new TTSDataset class

Signed-off-by: treacker <emshabalin@yandex.ru>

* added wandb logging

Signed-off-by: treacker <emshabalin@yandex.ru>

* added wandb logging

Signed-off-by: treacker <emshabalin@yandex.ru>

* fix numpy version

Signed-off-by: treacker <emshabalin@yandex.ru>

* fix numpy version

Signed-off-by: treacker <emshabalin@yandex.ru>

* inference fix

Signed-off-by: treacker <emshabalin@yandex.ru>

* removed old code

Signed-off-by: treacker <emshabalin@yandex.ru>

* updated parser logic

Signed-off-by: treacker <emshabalin@yandex.ru>

* reverted version update

Signed-off-by: treacker <emshabalin@yandex.ru>

* refactored parser logic

Signed-off-by: treacker <emshabalin@yandex.ru>

* Updated Jenkinsfile

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactored tutorial for Tacotron2

Signed-off-by: treacker <emshabalin@yandex.ru>

* Made backward compatibility

Signed-off-by: treacker <emshabalin@yandex.ru>

* Made backward compatibility

Signed-off-by: treacker <emshabalin@yandex.ru>

* Update Jenkinsfile

Signed-off-by: treacker <emshabalin@yandex.ru>

* Update tacotron.yaml

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* cleaned up TN/ ITN doc (#4119)

* cleaned up TN/ ITN doc

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix typo

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>
Signed-off-by: treacker <emshabalin@yandex.ru>

* Check implicit grad acc in GLUE dataset building (#4123)

* Check implicit grad acc in GLUE dataset building

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix jenkins test for GLUE/XNLI

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Fixed jenkins

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>

* Multiprocess improvements (#4127)

* initial commit

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* start fix

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* improve multiprocessing speed while creating speaker dataset

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* updated scp to filelist

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* notebooks' link, typo and import  fix  (#4158)

* redo missing pr 4007

Signed-off-by: fayejf <fayejf07@gmail.com>

* remove extremely unreliable links

Signed-off-by: fayejf <fayejf07@gmail.com>

* update speaker docs (#4164)

* update speaker docs

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* chunks -> segments

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* Khz -> kHz

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* small fix (#4180)

Signed-off-by: fayejf <fayejf07@gmail.com>

* fix the server key value problem (#4196)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Fix/punctuation/trainer required for setting test data (#4199)

* Draft of fix

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Add warnings and replace globa_step with current_epoch

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Small improvements to warnings

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Error and warning messages improvements

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Replace self.trainer with self._trainer

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Update ContextNet version (#4207)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* fix bugs for dialogue tutorial (#4211)

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* Dialogue tutorial fix (#4214)

* fix bugs for dialogue tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update path for convert_datasets.py due to conflict PR

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* Add docs for Thutmose Tagger (#4173)

* Add docs for Thutmose Tagger

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

* add level in docs

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

* delete folder to avoid error with running when folder exists from previous run

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>
Co-authored-by: ekmb <ebakhturina@nvidia.com>

* Dialogue tutorial fix (#4218)

* fix bugs for dialogue tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update path for convert_datasets.py due to conflict PR

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* restore previously deleted files

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* style fix

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* Dialogue tutorial fix (#4221)

* fix bugs for dialogue tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update path for convert_datasets.py due to conflict PR

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* restore previously deleted files

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* style fix

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* fix syntax error in ipynb-file (#4228)

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>

* fix json serialize (#4235)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Prompt Learning Typo Fixes (#4238)

* Prompt tuning notebook typo fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Update tutorials.rst

* Update prompt_learning.rst

* Update prompt_learning.rst

* fixing bug 3642622 (#4250)

* fixing bug 3642622

Signed-off-by: Ghasem Pasandi <gpasandi@nvidia.com>

* fixing bug 3642622

Signed-off-by: Ghasem Pasandi <gpasandi@nvidia.com>

Co-authored-by: Ghasem Pasandi <gpasandi@nvidia.com>

* fix broken link in the tutorial (#4257)

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>

* Typo fix, branch change, better download messagae (#4262)

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Raise error if bicleaner is not installed in NMT Data preprocesing notebook (#4264)

* Raise error if bicleaner is not installed

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Clear cells

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix missing validation dataset, whitelist certain keywords for datasets (#4269)

* Fix missing validation dataset, whitelist certain keywords for datasets

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix missing validation dataset, whitelist certain keywords for datasets

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update asr configs with num_workers and pin_memory (#4270)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix epoch end (#4265)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Eric Harper <complex451@gmail.com>

* Set Save on train end to false (#4274)

* Set Save on train end to false

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Update prompt_learning.rst

* Update prompt_learning.rst

* Update YAML (#4261)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Updated config to fix CI test OOM error (#4279)

* Updated config to fix CI test issue

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Increased num workers

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* verbose k2 install, skip if failed (#4289)

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>

* Changed total virtual prompt tokens (#4295)

* Changed total virtual prompt tokens

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* put number of workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* upper bound lightning

Signed-off-by: ericharper <complex451@gmail.com>

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* update config

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate test

Signed-off-by: ericharper <complex451@gmail.com>

* fix tn test cases

Signed-off-by: ericharper <complex451@gmail.com>

* add another safe.directory

Signed-off-by: ericharper <complex451@gmail.com>

* typo

Signed-off-by: ericharper <complex451@gmail.com>

Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: PeganovAnton <peganoff2@mail.ru>
Co-authored-by: treacker <36159472+treacker@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Co-authored-by: bene-ges <61418381+bene-ges@users.noreply.github.com>
Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>
Co-authored-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Ghasem <35242805+pasandi20@users.noreply.github.com>
Co-authored-by: Ghasem Pasandi <gpasandi@nvidia.com>
Co-authored-by: Aleksandr Laptev <laptevsasha12@gmail.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Training Fastpitch on German text and phonemes and finetuning HiFi-GAN on predicted mels (#4266)

* initial commit

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* cleared notebook outputs

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* formatting errors

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* formatting

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* addressed comments

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* addressed comments on tutorial

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* updated tutorial

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* updated grammar and fastpitch description

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* updated with feedback

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* updated with feedback

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* removed unused imports

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Speedup the speech commands dataset processing script (#4347)

* Add multiprocessing support to the google speech commands dataset processing script

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* fix number of args error with __extract_all_files function

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* fix styling issues

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* fix bugs with silence set construction and update librosa output write to use soundfile write

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* add docstrings and return values in __construct_filepaths as dictionary

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix wrong requirement (#4349)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Refactored path to manifest (#4251)

Signed-off-by: Evgeniy Shabalin <baah1999@yandex.ru>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* IPA support for TTS (#4310)

* IPA tokenizer and G2P untested draft

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Add IPA CMUdict and new heteronyms list

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Add draft FastPitch IPA config

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Minor bugfixes for IPA training

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Add phoneme_probability to IPA G2P

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Updates to IPA FastPitch training config

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Update IPA dict and heteronyms file

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Adjust default lr for IPA FastPitch to 1e-3

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Rename IPA CMUdict to reflect date

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Add docstrings for IPA tokenizer and G2P, update CMUdict path for config

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Fix IPA vocab ordering, add options to uppercase graphemes and remove stress symbols

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Mark IPA classes as experimental

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Update apostrophe-S cases

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Tn install (#4055)

* remove conda pynini requirement

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* remove remnants

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* merge with main

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* removing nlp collection dependency from text processing and thus breaking cyclyc imports

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix wrong requirement

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix bug in vi

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* update jenkins folders

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ekmb <ebakhturina@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix tutorial (#4352)

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix the post ln (#4350)

Signed-off-by: Yi Dong <yidong@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Fix] Hanging for Fully Randomized Bucketing (#4348)

* Update container to 22.05 (#4329)

* update container to 22.05

Signed-off-by: ericharper <complex451@gmail.com>

* try adding safe directory

Signed-off-by: ericharper <complex451@gmail.com>

* try env var

Signed-off-by: ericharper <complex451@gmail.com>

* printenv

Signed-off-by: ericharper <complex451@gmail.com>

* try GIT_BRANCH

Signed-off-by: ericharper <complex451@gmail.com>

* typo

Signed-off-by: ericharper <complex451@gmail.com>

* remove dbug statements

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: stevehuang52 <heh@nvidia.com>

* Merge r1.9.0 main (#4331)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* update package info

Signed-off-by: ericharper <complex451@gmail.com>

* cleaned up TN/ ITN doc (#4119)

* cleaned up TN/ ITN doc

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix typo

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* Draft: Fix restoring from checkpoint for case when `model.common_dataset_parameters.label_vocab_dir` is provided (#4136)

* Fix restoring from checkpoint with label vocab dir

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Add tests for various ways to pass label ids to model

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix typo

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix typo

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Do not create tmp directory

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix parameter name

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* finish cherry-pick op

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix labels errors

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Remove duplicate stage

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Change target branch

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* fix doc (#4146)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* Tacotron2 retrain (#4103)

* fix yaml

Signed-off-by: treacker <emshabalin@yandex.ru>

* Fix for new TTSDataset class

Signed-off-by: treacker <emshabalin@yandex.ru>

* added wandb logging

Signed-off-by: treacker <emshabalin@yandex.ru>

* added wandb logging

Signed-off-by: treacker <emshabalin@yandex.ru>

* fix numpy version

Signed-off-by: treacker <emshabalin@yandex.ru>

* fix numpy version

Signed-off-by: treacker <emshabalin@yandex.ru>

* inference fix

Signed-off-by: treacker <emshabalin@yandex.ru>

* removed old code

Signed-off-by: treacker <emshabalin@yandex.ru>

* updated parser logic

Signed-off-by: treacker <emshabalin@yandex.ru>

* reverted version update

Signed-off-by: treacker <emshabalin@yandex.ru>

* refactored parser logic

Signed-off-by: treacker <emshabalin@yandex.ru>

* Updated Jenkinsfile

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactored tutorial for Tacotron2

Signed-off-by: treacker <emshabalin@yandex.ru>

* Made backward compatibility

Signed-off-by: treacker <emshabalin@yandex.ru>

* Made backward compatibility

Signed-off-by: treacker <emshabalin@yandex.ru>

* Update Jenkinsfile

Signed-off-by: treacker <emshabalin@yandex.ru>

* Update tacotron.yaml

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* cleaned up TN/ ITN doc (#4119)

* cleaned up TN/ ITN doc

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix typo

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>
Signed-off-by: treacker <emshabalin@yandex.ru>

* Check implicit grad acc in GLUE dataset building (#4123)

* Check implicit grad acc in GLUE dataset building

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix jenkins test for GLUE/XNLI

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Fixed jenkins

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>

* Multiprocess improvements (#4127)

* initial commit

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* start fix

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* improve multiprocessing speed while creating speaker dataset

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* updated scp to filelist

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* notebooks' link, typo and import  fix  (#4158)

* redo missing pr 4007

Signed-off-by: fayejf <fayejf07@gmail.com>

* remove extremely unreliable links

Signed-off-by: fayejf <fayejf07@gmail.com>

* update speaker docs (#4164)

* update speaker docs

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* chunks -> segments

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* Khz -> kHz

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* small fix (#4180)

Signed-off-by: fayejf <fayejf07@gmail.com>

* fix the server key value problem (#4196)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Fix/punctuation/trainer required for setting test data (#4199)

* Draft of fix

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Add warnings and replace globa_step with current_epoch

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Small improvements to warnings

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Error and warning messages improvements

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Replace self.trainer with self._trainer

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Update ContextNet version (#4207)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* fix bugs for dialogue tutorial (#4211)

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* Dialogue tutorial fix (#4214)

* fix bugs for dialogue tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update path for convert_datasets.py due to conflict PR

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* Add docs for Thutmose Tagger (#4173)

* Add docs for Thutmose Tagger

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

* add level in docs

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

* delete folder to avoid error with running when folder exists from previous run

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>
Co-authored-by: ekmb <ebakhturina@nvidia.com>

* Dialogue tutorial fix (#4218)

* fix bugs for dialogue tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update path for convert_datasets.py due to conflict PR

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* restore previously deleted files

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* style fix

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* Dialogue tutorial fix (#4221)

* fix bugs for dialogue tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update path for convert_datasets.py due to conflict PR

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* restore previously deleted files

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* style fix

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* fix syntax error in ipynb-file (#4228)

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>

* fix json serialize (#4235)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Prompt Learning Typo Fixes (#4238)

* Prompt tuning notebook typo fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Update tutorials.rst

* Update prompt_learning.rst

* Update prompt_learning.rst

* fixing bug 3642622 (#4250)

* fixing bug 3642622

Signed-off-by: Ghasem Pasandi <gpasandi@nvidia.com>

* fixing bug 3642622

Signed-off-by: Ghasem Pasandi <gpasandi@nvidia.com>

Co-authored-by: Ghasem Pasandi <gpasandi@nvidia.com>

* fix broken link in the tutorial (#4257)

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>

* Typo fix, branch change, better download messagae (#4262)

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Raise error if bicleaner is not installed in NMT Data preprocesing notebook (#4264)

* Raise error if bicleaner is not installed

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Clear cells

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix missing validation dataset, whitelist certain keywords for datasets (#4269)

* Fix missing validation dataset, whitelist certain keywords for datasets

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix missing validation dataset, whitelist certain keywords for datasets

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update asr configs with num_workers and pin_memory (#4270)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix epoch end (#4265)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Eric Harper <complex451@gmail.com>

* Set Save on train end to false (#4274)

* Set Save on train end to false

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Update prompt_learning.rst

* Update prompt_learning.rst

* Update YAML (#4261)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Updated config to fix CI test OOM error (#4279)

* Updated config to fix CI test issue

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Increased num workers

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* verbose k2 install, skip if failed (#4289)

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>

* Changed total virtual prompt tokens (#4295)

* Changed total virtual prompt tokens

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* put number of workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* upper bound lightning

Signed-off-by: ericharper <complex451@gmail.com>

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* update config

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate test

Signed-off-by: ericharper <complex451@gmail.com>

* fix tn test cases

Signed-off-by: ericharper <complex451@gmail.com>

* add another safe.directory

Signed-off-by: ericharper <complex451@gmail.com>

* typo

Signed-off-by: ericharper <complex451@gmail.com>

Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: PeganovAnton <peganoff2@mail.ru>
Co-authored-by: treacker <36159472+treacker@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Co-authored-by: bene-ges <61418381+bene-ges@users.noreply.github.com>
Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>
Co-authored-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Ghasem <35242805+pasandi20@users.noreply.github.com>
Co-authored-by: Ghasem Pasandi <gpasandi@nvidia.com>
Co-authored-by: Aleksandr Laptev <laptevsasha12@gmail.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: stevehuang52 <heh@nvidia.com>

* fix full_randn bucket hang

Signed-off-by: stevehuang52 <heh@nvidia.com>

* remove unused variables

Signed-off-by: stevehuang52 <heh@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: PeganovAnton <peganoff2@mail.ru>
Co-authored-by: treacker <36159472+treacker@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Co-authored-by: bene-ges <61418381+bene-ges@users.noreply.github.com>
Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>
Co-authored-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Ghasem <35242805+pasandi20@users.noreply.github.com>
Co-authored-by: Ghasem Pasandi <gpasandi@nvidia.com>
Co-authored-by: Aleksandr Laptev <laptevsasha12@gmail.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Bits of RADTTS support (#4343)

* Bits of RADTTS support

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Fixed args mismatch

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Style

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Addressed review comments

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* More review comments

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Prompt Learning Pipeline Parallel (#4291)

* Added get_forward_output_and_loss_func and updated train/val steps

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added preprocess flag before prompt table/encoder access

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Made two optimizer groups, one for frozen, one for soft prompt

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Pipeline parallel working

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Still figuring out setting lr/sched for one param group

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Set betas to zero

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Only unfreeze one sublayer with lr 0.0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Pipeline parallel working w/ one optimizer

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Trying to fix Jenkins file

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Trying to fix Jenkins file

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Getting updated jenkins test to work

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Getting updated jenkins test to work

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added prompt learning tp and pp CI tests

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added amp_o2 model compatibility

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Made CI test smaller

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Still trying to get Jenkins to work

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Still trying to get Jenkins to work

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Temporarily moving prompt learning CI test to beginning

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changing the layer being unfrozen

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* debug jenkins

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Move pp unfreeze to init

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Try to make Jenkins test parallel

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Fix python formatting

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Moved prompt learning tests back to where they belong

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* add back checkpoint convertion CI test

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Revert "add back checkpoint convertion CI test"

This reverts commit 61e2ffcdefe964c8e74b74d8c10906ae29f32b6d.

* Add back checkpoint conversion test

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Setting requires grad to True everywhere

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Updated config comments and simplified param group code

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added comment on frozen_model having lr=0.0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added configure optimizers methods

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Set amp_o2 to false

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* removed o2 code

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Python formatting fix

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* auto switch conformer encoder adapter in_features (#4354)

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Dataloader, collector, loss and metric for multiscale diarization decoder  (#4187)

* First commit

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Checked funtionality and imports

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fixed import issues

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Removed the changed made by mistake

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Fixed LGTM errors 001

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Fixed LGTM and style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Changed docstrings

Signed-off-by: Taejin Park <tango4j@gmail.com>

* LGTM again

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Removed unnecessary torch setting lines

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Style fix and isort

Signed-off-by: Taejin Park <tango4j@gmail.com>

* jbalam-nv comments reflected

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Reflected comments and created _diar_label.py

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Typo fix and style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Fixed target_spks[0] index error

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* LGTM unused import IterDataset

Signed-off-by: Taejin Park <tango4j@gmail.com>

* revert collection doc year

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Code format error in collections.py

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix collections space format error

Signed-off-by: Taejin Park <tango4j@gmail.com>

* merged main correctly

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Reflected all comments and tested

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix and LGTM

Signed-off-by: Taejin Park <tango4j@gmail.com>

* rttm_filepath to rttm_file and removed self included funcs, tested

Signed-off-by: Taejin Park <tango4j@gmail.com>

Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add ASR CTC Decoding module (#4342)

* Initial commit

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Full support for decoding strategy

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Temp

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix labels of y_sequence

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Set support for sentencepiece subword merging

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix char and word based token merge alignment

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Revert incorrect change

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update docstring

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Improve compatibility with greedy tokens and log probs

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update scripts to use decoding strategy

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Add tests and docs

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Add tests and docs

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix speaker decoder timestamps

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix speaker decoder timestamps

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix decoding of ctc models

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Address reviewer comments

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Address reviewer comments

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Option to disable mp in VAD via num_workers=1 (#4317)

* Option to disable mp in VAD via num_workers=1

In certain environments python multiprocessing can deadlock. This adds a convenient version to disable by setting num_workers to 1.

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

* add none handling

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

* additional none handling

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* remove redundant bias expand (#4382)

* remove redundant bias expand

Signed-off-by: Xiaowei Ren <xren@nvidia.com>

* delete redundant code

Signed-off-by: Xiaowei Ren <xren@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add option for specifying wandb save_dir from config (#4379)

* give option to user to specify wandb save dir via config

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* create save_dir directory for wandb logger if not exists

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* update save_dir get method with a default value

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Bugfix][TTS] wrong order of returned tuple for general_collate_fn. (#4388)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Merge r1.10.0 main (#4398)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Set headscale false (#4364)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Add wandb as dependency (#4365)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Raise trainer error (#4356)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Set headscale false (#4364) (#4366)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Finetuning changes for BART (#4003)

* Temp

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Checkpoint converter to nemo for bart

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (#4357)

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix logging warning

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Fix electronic bug, new time ITN rule (#4355)

* fix electronic bug

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* add new itn time rule

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert domain changes

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* remove repetition

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* Correct support for dataclasses in default module dim (#4372)

* Correct support for dataclasses in default module dim

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix path for save of results

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* fix pad id bug (#4377)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Question answering bug fix (#4381)

* refactor dialogue state tracking for modelling/dataset interoperability

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style changes

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style raised by lgtm

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* 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

…
piraka9011 pushed a commit to piraka9011/NeMo that referenced this pull request Aug 25, 2022
* 1. Added vocab_size property to RegExTokenizer.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed passing hiddens directly.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added support in encoder outputs.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Added comments.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Added automatic mapping of kwargs to args in forward.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Added encode function.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. PP and TP works (but not together)

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Separated get_forward_output_only_func_encode and get_forward_output_only_func_decode.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Set headscale false (NVIDIA#4364)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Add wandb as dependency (NVIDIA#4365)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Raise trainer error (NVIDIA#4356)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Set headscale false (NVIDIA#4364) (NVIDIA#4366)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Finetuning changes for BART (NVIDIA#4003)

* Temp

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Checkpoint converter to nemo for bart

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (NVIDIA#4357)

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix logging warning

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* 1. Added return logits to validation.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed unkown token during sampling.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed RegExTokenizer loading.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed ckpt file with samples int(0).

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed regex tokenizer.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed allowing enc_tokens to be None.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added ability to ignore tokens by id during decode.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed regex tokenizer .nemo loading issue.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed RegEx test.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* r1.10.0 untie embeddings weights (NVIDIA#4519)

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added independent decoder embeddings, and independent decoder token_head.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added support in yaml config.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed initialization.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added tests for untied embeddings and decoder token head.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Updated share_word_embeddings to share_token_embeddings.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.
Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed error in __del__ when TextMemMapDataset fails to build.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed comments.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1.Made method private.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed config names.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed alerts and style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed PP, TP, PP+TP still fails.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

Co-authored-by: Micha Livne <mlivne@nvidia.com>
Co-authored-by: ericharper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Signed-off-by: Anas Abou Allaban <aabouallaban@pm.me>
piraka9011 added a commit to piraka9011/NeMo that referenced this pull request Aug 25, 2022
* stateless RNNT working

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* batch decode working

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* working backup

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* good working version

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* temporarily make norm layer have affine

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* temp

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* temp

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] add staticmethod decoration for BetaBinomialInterpolator (#4319)

Signed-off-by: Xuesong Yang <xuesongyxs@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] remove redundant lines and declare global variables and capture (#4320)

exception of non-supported windows.

Signed-off-by: Xuesong Yang <xuesongyxs@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Finetune T5 on the prefix-lm objective (#4328)

* Add script and yaml config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix yaml config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Update yaml to remove hardcoded model path

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fuse bias with geglu in ParallelMLP (#4213)

* add code of fused_bias_geglu

* call fused_bias_geglu in ParallelMLP

* fix some bugs

* change biad_gelu_activation to bias_activation_fusion

* fix the setting of bias_actication_fusion for T5

* delete bias_gelu_fusion from T5 example config

* push reformatted files

* hto4h gemms fusion

* remove hto4h gemms fusion

* push reformatted files

* disable bias_activation_fusion while activation is not geglu

* add bias_activation_fusion in yaml config file

* add bias_gelu_fusion in T5 config yaml file to pass CI test

* change bias_gelu_fusion to bias_activation_fusion for T5 CI test

* recover latest change

Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Support larger datasets for question answering  (#4205)

* refactor dialogue state tracking for modelling/dataset interoperability

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style changes

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style raised by lgtm

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* 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>

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>

* Fix bugs in indexed dataset exam script (#4325)

* fix the typo

Signed-off-by: Yi Dong <yidong@nvidia.com>

* add neighbors option

Signed-off-by: Yi Dong <yidong@nvidia.com>

* change the argument name

Signed-off-by: Yi Dong <yidong@nvidia.com>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Adding docs for ASR SSL (#4303)

* Initial commit for SSL docs

Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com>

* ssl docs update-1

Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com>

* ssl docs update-2

Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com>

Co-authored-by: Krishna Puvvada <kpuvvada@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fuse grad division into async grad allreduce (#4327)

* O2 runs but O1 does not

Signed-off-by: ericharper <complex451@gmail.com>

* disable async for O1

Signed-off-by: ericharper <complex451@gmail.com>

* typo

Signed-off-by: ericharper <complex451@gmail.com>

* update async flag in configure_optimizers

Signed-off-by: ericharper <complex451@gmail.com>

* typo

Signed-off-by: ericharper <complex451@gmail.com>

* revert

Signed-off-by: ericharper <complex451@gmail.com>

* update _require if using async

Signed-off-by: ericharper <complex451@gmail.com>

* clean comments

Signed-off-by: ericharper <complex451@gmail.com>

* always all_reduce

Signed-off-by: ericharper <complex451@gmail.com>

* add async grad allreduce and chunk optimization to T5

* push reformatted files after style check

* set chunk size as 0 while async grad allreduce is off

* more experiments show that 125MB is a better default chunk size for most cases

* add grad_allreduce_chunk_size_mb for GPT-3

* at the end of each training step, wait until all async grad allreduce works are done

* replace individual allreduce work.wait() with a single dGPU evice synchroonization

* add code of fused_bias_geglu

* call fused_bias_geglu in ParallelMLP

* record the status of each allreduce work seems too much for perf

* add more comments

* push a reformatted file

* fix some bugs

* change biad_gelu_activation to bias_activation_fusion

* fix the setting of bias_actication_fusion for T5

* delete bias_gelu_fusion from T5 example config

* push reformatted files

* fuse grad scale with allreduce

* push reformatted files

* hto4h gemms fusion

* remove hto4h gemms fusion

* add grad_scale_ar_fusion into GPT-3

* push reformatted files

* push reformatted files

* rename grad_scale_ar_fusion to grad_div_ar_fusion

* disable bias_activation_fusion while activation is not geglu

* add bias_activation_fusion in yaml config file

* add bias_gelu_fusion in T5 config yaml file to pass CI test

* change bias_gelu_fusion to bias_activation_fusion for T5 CI test

* recover latest change

* add grad_div_ar_fusion in config yaml file

* remove a redundant float()

Co-authored-by: ericharper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Update container to 22.05 (#4329)

* update container to 22.05

Signed-off-by: ericharper <complex451@gmail.com>

* try adding safe directory

Signed-off-by: ericharper <complex451@gmail.com>

* try env var

Signed-off-by: ericharper <complex451@gmail.com>

* printenv

Signed-off-by: ericharper <complex451@gmail.com>

* try GIT_BRANCH

Signed-off-by: ericharper <complex451@gmail.com>

* typo

Signed-off-by: ericharper <complex451@gmail.com>

* remove dbug statements

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Torchaudio installation fix (#4330)

* separate installer added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* apply suggestions, minor fixes

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] enforced pin_memory = True (#4341)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Merge r1.9.0 main (#4331)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* update package info

Signed-off-by: ericharper <complex451@gmail.com>

* cleaned up TN/ ITN doc (#4119)

* cleaned up TN/ ITN doc

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix typo

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* Draft: Fix restoring from checkpoint for case when `model.common_dataset_parameters.label_vocab_dir` is provided (#4136)

* Fix restoring from checkpoint with label vocab dir

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Add tests for various ways to pass label ids to model

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix typo

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix typo

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Do not create tmp directory

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix parameter name

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* finish cherry-pick op

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix labels errors

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Remove duplicate stage

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Change target branch

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* fix doc (#4146)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* Tacotron2 retrain (#4103)

* fix yaml

Signed-off-by: treacker <emshabalin@yandex.ru>

* Fix for new TTSDataset class

Signed-off-by: treacker <emshabalin@yandex.ru>

* added wandb logging

Signed-off-by: treacker <emshabalin@yandex.ru>

* added wandb logging

Signed-off-by: treacker <emshabalin@yandex.ru>

* fix numpy version

Signed-off-by: treacker <emshabalin@yandex.ru>

* fix numpy version

Signed-off-by: treacker <emshabalin@yandex.ru>

* inference fix

Signed-off-by: treacker <emshabalin@yandex.ru>

* removed old code

Signed-off-by: treacker <emshabalin@yandex.ru>

* updated parser logic

Signed-off-by: treacker <emshabalin@yandex.ru>

* reverted version update

Signed-off-by: treacker <emshabalin@yandex.ru>

* refactored parser logic

Signed-off-by: treacker <emshabalin@yandex.ru>

* Updated Jenkinsfile

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactored tutorial for Tacotron2

Signed-off-by: treacker <emshabalin@yandex.ru>

* Made backward compatibility

Signed-off-by: treacker <emshabalin@yandex.ru>

* Made backward compatibility

Signed-off-by: treacker <emshabalin@yandex.ru>

* Update Jenkinsfile

Signed-off-by: treacker <emshabalin@yandex.ru>

* Update tacotron.yaml

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* cleaned up TN/ ITN doc (#4119)

* cleaned up TN/ ITN doc

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix typo

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>
Signed-off-by: treacker <emshabalin@yandex.ru>

* Check implicit grad acc in GLUE dataset building (#4123)

* Check implicit grad acc in GLUE dataset building

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix jenkins test for GLUE/XNLI

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Fixed jenkins

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>

* Multiprocess improvements (#4127)

* initial commit

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* start fix

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* improve multiprocessing speed while creating speaker dataset

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* updated scp to filelist

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* notebooks' link, typo and import  fix  (#4158)

* redo missing pr 4007

Signed-off-by: fayejf <fayejf07@gmail.com>

* remove extremely unreliable links

Signed-off-by: fayejf <fayejf07@gmail.com>

* update speaker docs (#4164)

* update speaker docs

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* chunks -> segments

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* Khz -> kHz

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* small fix (#4180)

Signed-off-by: fayejf <fayejf07@gmail.com>

* fix the server key value problem (#4196)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Fix/punctuation/trainer required for setting test data (#4199)

* Draft of fix

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Add warnings and replace globa_step with current_epoch

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Small improvements to warnings

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Error and warning messages improvements

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Replace self.trainer with self._trainer

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Update ContextNet version (#4207)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* fix bugs for dialogue tutorial (#4211)

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* Dialogue tutorial fix (#4214)

* fix bugs for dialogue tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update path for convert_datasets.py due to conflict PR

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* Add docs for Thutmose Tagger (#4173)

* Add docs for Thutmose Tagger

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

* add level in docs

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

* delete folder to avoid error with running when folder exists from previous run

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>
Co-authored-by: ekmb <ebakhturina@nvidia.com>

* Dialogue tutorial fix (#4218)

* fix bugs for dialogue tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update path for convert_datasets.py due to conflict PR

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* restore previously deleted files

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* style fix

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* Dialogue tutorial fix (#4221)

* fix bugs for dialogue tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update path for convert_datasets.py due to conflict PR

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* restore previously deleted files

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* style fix

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* fix syntax error in ipynb-file (#4228)

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>

* fix json serialize (#4235)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Prompt Learning Typo Fixes (#4238)

* Prompt tuning notebook typo fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Update tutorials.rst

* Update prompt_learning.rst

* Update prompt_learning.rst

* fixing bug 3642622 (#4250)

* fixing bug 3642622

Signed-off-by: Ghasem Pasandi <gpasandi@nvidia.com>

* fixing bug 3642622

Signed-off-by: Ghasem Pasandi <gpasandi@nvidia.com>

Co-authored-by: Ghasem Pasandi <gpasandi@nvidia.com>

* fix broken link in the tutorial (#4257)

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>

* Typo fix, branch change, better download messagae (#4262)

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Raise error if bicleaner is not installed in NMT Data preprocesing notebook (#4264)

* Raise error if bicleaner is not installed

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Clear cells

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix missing validation dataset, whitelist certain keywords for datasets (#4269)

* Fix missing validation dataset, whitelist certain keywords for datasets

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix missing validation dataset, whitelist certain keywords for datasets

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update asr configs with num_workers and pin_memory (#4270)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix epoch end (#4265)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Eric Harper <complex451@gmail.com>

* Set Save on train end to false (#4274)

* Set Save on train end to false

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Update prompt_learning.rst

* Update prompt_learning.rst

* Update YAML (#4261)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Updated config to fix CI test OOM error (#4279)

* Updated config to fix CI test issue

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Increased num workers

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* verbose k2 install, skip if failed (#4289)

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>

* Changed total virtual prompt tokens (#4295)

* Changed total virtual prompt tokens

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* put number of workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* upper bound lightning

Signed-off-by: ericharper <complex451@gmail.com>

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* update config

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate test

Signed-off-by: ericharper <complex451@gmail.com>

* fix tn test cases

Signed-off-by: ericharper <complex451@gmail.com>

* add another safe.directory

Signed-off-by: ericharper <complex451@gmail.com>

* typo

Signed-off-by: ericharper <complex451@gmail.com>

Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: PeganovAnton <peganoff2@mail.ru>
Co-authored-by: treacker <36159472+treacker@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Co-authored-by: bene-ges <61418381+bene-ges@users.noreply.github.com>
Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>
Co-authored-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Ghasem <35242805+pasandi20@users.noreply.github.com>
Co-authored-by: Ghasem Pasandi <gpasandi@nvidia.com>
Co-authored-by: Aleksandr Laptev <laptevsasha12@gmail.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Training Fastpitch on German text and phonemes and finetuning HiFi-GAN on predicted mels (#4266)

* initial commit

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* cleared notebook outputs

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* formatting errors

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* formatting

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* addressed comments

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* addressed comments on tutorial

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* updated tutorial

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* updated grammar and fastpitch description

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* updated with feedback

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* updated with feedback

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* removed unused imports

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Speedup the speech commands dataset processing script (#4347)

* Add multiprocessing support to the google speech commands dataset processing script

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* fix number of args error with __extract_all_files function

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* fix styling issues

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* fix bugs with silence set construction and update librosa output write to use soundfile write

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* add docstrings and return values in __construct_filepaths as dictionary

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix wrong requirement (#4349)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Refactored path to manifest (#4251)

Signed-off-by: Evgeniy Shabalin <baah1999@yandex.ru>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* IPA support for TTS (#4310)

* IPA tokenizer and G2P untested draft

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Add IPA CMUdict and new heteronyms list

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Add draft FastPitch IPA config

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Minor bugfixes for IPA training

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Add phoneme_probability to IPA G2P

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Updates to IPA FastPitch training config

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Update IPA dict and heteronyms file

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Adjust default lr for IPA FastPitch to 1e-3

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Rename IPA CMUdict to reflect date

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Add docstrings for IPA tokenizer and G2P, update CMUdict path for config

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Fix IPA vocab ordering, add options to uppercase graphemes and remove stress symbols

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Mark IPA classes as experimental

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Update apostrophe-S cases

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Tn install (#4055)

* remove conda pynini requirement

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* remove remnants

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* merge with main

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* removing nlp collection dependency from text processing and thus breaking cyclyc imports

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix wrong requirement

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix bug in vi

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* update jenkins folders

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ekmb <ebakhturina@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix tutorial (#4352)

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix the post ln (#4350)

Signed-off-by: Yi Dong <yidong@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Fix] Hanging for Fully Randomized Bucketing (#4348)

* Update container to 22.05 (#4329)

* update container to 22.05

Signed-off-by: ericharper <complex451@gmail.com>

* try adding safe directory

Signed-off-by: ericharper <complex451@gmail.com>

* try env var

Signed-off-by: ericharper <complex451@gmail.com>

* printenv

Signed-off-by: ericharper <complex451@gmail.com>

* try GIT_BRANCH

Signed-off-by: ericharper <complex451@gmail.com>

* typo

Signed-off-by: ericharper <complex451@gmail.com>

* remove dbug statements

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: stevehuang52 <heh@nvidia.com>

* Merge r1.9.0 main (#4331)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* update package info

Signed-off-by: ericharper <complex451@gmail.com>

* cleaned up TN/ ITN doc (#4119)

* cleaned up TN/ ITN doc

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix typo

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* Draft: Fix restoring from checkpoint for case when `model.common_dataset_parameters.label_vocab_dir` is provided (#4136)

* Fix restoring from checkpoint with label vocab dir

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Add tests for various ways to pass label ids to model

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix typo

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix typo

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Do not create tmp directory

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix parameter name

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* finish cherry-pick op

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix labels errors

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Remove duplicate stage

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Change target branch

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* fix doc (#4146)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* Tacotron2 retrain (#4103)

* fix yaml

Signed-off-by: treacker <emshabalin@yandex.ru>

* Fix for new TTSDataset class

Signed-off-by: treacker <emshabalin@yandex.ru>

* added wandb logging

Signed-off-by: treacker <emshabalin@yandex.ru>

* added wandb logging

Signed-off-by: treacker <emshabalin@yandex.ru>

* fix numpy version

Signed-off-by: treacker <emshabalin@yandex.ru>

* fix numpy version

Signed-off-by: treacker <emshabalin@yandex.ru>

* inference fix

Signed-off-by: treacker <emshabalin@yandex.ru>

* removed old code

Signed-off-by: treacker <emshabalin@yandex.ru>

* updated parser logic

Signed-off-by: treacker <emshabalin@yandex.ru>

* reverted version update

Signed-off-by: treacker <emshabalin@yandex.ru>

* refactored parser logic

Signed-off-by: treacker <emshabalin@yandex.ru>

* Updated Jenkinsfile

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactored tutorial for Tacotron2

Signed-off-by: treacker <emshabalin@yandex.ru>

* Made backward compatibility

Signed-off-by: treacker <emshabalin@yandex.ru>

* Made backward compatibility

Signed-off-by: treacker <emshabalin@yandex.ru>

* Update Jenkinsfile

Signed-off-by: treacker <emshabalin@yandex.ru>

* Update tacotron.yaml

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* cleaned up TN/ ITN doc (#4119)

* cleaned up TN/ ITN doc

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix typo

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>
Signed-off-by: treacker <emshabalin@yandex.ru>

* Check implicit grad acc in GLUE dataset building (#4123)

* Check implicit grad acc in GLUE dataset building

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix jenkins test for GLUE/XNLI

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Fixed jenkins

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>

* Multiprocess improvements (#4127)

* initial commit

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* start fix

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* improve multiprocessing speed while creating speaker dataset

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* updated scp to filelist

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* notebooks' link, typo and import  fix  (#4158)

* redo missing pr 4007

Signed-off-by: fayejf <fayejf07@gmail.com>

* remove extremely unreliable links

Signed-off-by: fayejf <fayejf07@gmail.com>

* update speaker docs (#4164)

* update speaker docs

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* chunks -> segments

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* Khz -> kHz

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* small fix (#4180)

Signed-off-by: fayejf <fayejf07@gmail.com>

* fix the server key value problem (#4196)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Fix/punctuation/trainer required for setting test data (#4199)

* Draft of fix

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Add warnings and replace globa_step with current_epoch

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Small improvements to warnings

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Error and warning messages improvements

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Replace self.trainer with self._trainer

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Update ContextNet version (#4207)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* fix bugs for dialogue tutorial (#4211)

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* Dialogue tutorial fix (#4214)

* fix bugs for dialogue tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update path for convert_datasets.py due to conflict PR

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* Add docs for Thutmose Tagger (#4173)

* Add docs for Thutmose Tagger

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

* add level in docs

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

* delete folder to avoid error with running when folder exists from previous run

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>
Co-authored-by: ekmb <ebakhturina@nvidia.com>

* Dialogue tutorial fix (#4218)

* fix bugs for dialogue tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update path for convert_datasets.py due to conflict PR

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* restore previously deleted files

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* style fix

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* Dialogue tutorial fix (#4221)

* fix bugs for dialogue tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update path for convert_datasets.py due to conflict PR

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* restore previously deleted files

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* style fix

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* fix syntax error in ipynb-file (#4228)

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>

* fix json serialize (#4235)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Prompt Learning Typo Fixes (#4238)

* Prompt tuning notebook typo fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Update tutorials.rst

* Update prompt_learning.rst

* Update prompt_learning.rst

* fixing bug 3642622 (#4250)

* fixing bug 3642622

Signed-off-by: Ghasem Pasandi <gpasandi@nvidia.com>

* fixing bug 3642622

Signed-off-by: Ghasem Pasandi <gpasandi@nvidia.com>

Co-authored-by: Ghasem Pasandi <gpasandi@nvidia.com>

* fix broken link in the tutorial (#4257)

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>

* Typo fix, branch change, better download messagae (#4262)

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Raise error if bicleaner is not installed in NMT Data preprocesing notebook (#4264)

* Raise error if bicleaner is not installed

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Clear cells

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix missing validation dataset, whitelist certain keywords for datasets (#4269)

* Fix missing validation dataset, whitelist certain keywords for datasets

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix missing validation dataset, whitelist certain keywords for datasets

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update asr configs with num_workers and pin_memory (#4270)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix epoch end (#4265)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Eric Harper <complex451@gmail.com>

* Set Save on train end to false (#4274)

* Set Save on train end to false

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Update prompt_learning.rst

* Update prompt_learning.rst

* Update YAML (#4261)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Updated config to fix CI test OOM error (#4279)

* Updated config to fix CI test issue

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Increased num workers

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* verbose k2 install, skip if failed (#4289)

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>

* Changed total virtual prompt tokens (#4295)

* Changed total virtual prompt tokens

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* put number of workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* upper bound lightning

Signed-off-by: ericharper <complex451@gmail.com>

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* update config

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate test

Signed-off-by: ericharper <complex451@gmail.com>

* fix tn test cases

Signed-off-by: ericharper <complex451@gmail.com>

* add another safe.directory

Signed-off-by: ericharper <complex451@gmail.com>

* typo

Signed-off-by: ericharper <complex451@gmail.com>

Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: PeganovAnton <peganoff2@mail.ru>
Co-authored-by: treacker <36159472+treacker@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Co-authored-by: bene-ges <61418381+bene-ges@users.noreply.github.com>
Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>
Co-authored-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Ghasem <35242805+pasandi20@users.noreply.github.com>
Co-authored-by: Ghasem Pasandi <gpasandi@nvidia.com>
Co-authored-by: Aleksandr Laptev <laptevsasha12@gmail.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: stevehuang52 <heh@nvidia.com>

* fix full_randn bucket hang

Signed-off-by: stevehuang52 <heh@nvidia.com>

* remove unused variables

Signed-off-by: stevehuang52 <heh@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: PeganovAnton <peganoff2@mail.ru>
Co-authored-by: treacker <36159472+treacker@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Co-authored-by: bene-ges <61418381+bene-ges@users.noreply.github.com>
Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>
Co-authored-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Ghasem <35242805+pasandi20@users.noreply.github.com>
Co-authored-by: Ghasem Pasandi <gpasandi@nvidia.com>
Co-authored-by: Aleksandr Laptev <laptevsasha12@gmail.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Bits of RADTTS support (#4343)

* Bits of RADTTS support

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Fixed args mismatch

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Style

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Addressed review comments

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* More review comments

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Prompt Learning Pipeline Parallel (#4291)

* Added get_forward_output_and_loss_func and updated train/val steps

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added preprocess flag before prompt table/encoder access

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Made two optimizer groups, one for frozen, one for soft prompt

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Pipeline parallel working

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Still figuring out setting lr/sched for one param group

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Set betas to zero

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Only unfreeze one sublayer with lr 0.0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Pipeline parallel working w/ one optimizer

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Trying to fix Jenkins file

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Trying to fix Jenkins file

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Getting updated jenkins test to work

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Getting updated jenkins test to work

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added prompt learning tp and pp CI tests

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added amp_o2 model compatibility

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Made CI test smaller

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Still trying to get Jenkins to work

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Still trying to get Jenkins to work

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Temporarily moving prompt learning CI test to beginning

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changing the layer being unfrozen

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* debug jenkins

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Move pp unfreeze to init

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Try to make Jenkins test parallel

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Fix python formatting

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Moved prompt learning tests back to where they belong

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* add back checkpoint convertion CI test

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Revert "add back checkpoint convertion CI test"

This reverts commit 61e2ffcdefe964c8e74b74d8c10906ae29f32b6d.

* Add back checkpoint conversion test

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Setting requires grad to True everywhere

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Updated config comments and simplified param group code

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added comment on frozen_model having lr=0.0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added configure optimizers methods

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Set amp_o2 to false

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* removed o2 code

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Python formatting fix

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* auto switch conformer encoder adapter in_features (#4354)

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Dataloader, collector, loss and metric for multiscale diarization decoder  (#4187)

* First commit

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Checked funtionality and imports

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fixed import issues

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Removed the changed made by mistake

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Fixed LGTM errors 001

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Fixed LGTM and style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Changed docstrings

Signed-off-by: Taejin Park <tango4j@gmail.com>

* LGTM again

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Removed unnecessary torch setting lines

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Style fix and isort

Signed-off-by: Taejin Park <tango4j@gmail.com>

* jbalam-nv comments reflected

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Reflected comments and created _diar_label.py

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Typo fix and style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Fixed target_spks[0] index error

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* LGTM unused import IterDataset

Signed-off-by: Taejin Park <tango4j@gmail.com>

* revert collection doc year

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Code format error in collections.py

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix collections space format error

Signed-off-by: Taejin Park <tango4j@gmail.com>

* merged main correctly

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Reflected all comments and tested

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix and LGTM

Signed-off-by: Taejin Park <tango4j@gmail.com>

* rttm_filepath to rttm_file and removed self included funcs, tested

Signed-off-by: Taejin Park <tango4j@gmail.com>

Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add ASR CTC Decoding module (#4342)

* Initial commit

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Full support for decoding strategy

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Temp

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix labels of y_sequence

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Set support for sentencepiece subword merging

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix char and word based token merge alignment

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Revert incorrect change

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update docstring

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Improve compatibility with greedy tokens and log probs

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update scripts to use decoding strategy

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Add tests and docs

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Add tests and docs

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix speaker decoder timestamps

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix speaker decoder timestamps

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix decoding of ctc models

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Address reviewer comments

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Address reviewer comments

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Option to disable mp in VAD via num_workers=1 (#4317)

* Option to disable mp in VAD via num_workers=1

In certain environments python multiprocessing can deadlock. This adds a convenient version to disable by setting num_workers to 1.

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

* add none handling

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

* additional none handling

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* remove redundant bias expand (#4382)

* remove redundant bias expand

Signed-off-by: Xiaowei Ren <xren@nvidia.com>

* delete redundant code

Signed-off-by: Xiaowei Ren <xren@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add option for specifying wandb save_dir from config (#4379)

* give option to user to specify wandb save dir via config

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* create save_dir directory for wandb logger if not exists

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* update save_dir get method with a default value

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Bugfix][TTS] wrong order of returned tuple for general_collate_fn. (#4388)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Merge r1.10.0 main (#4398)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Set headscale false (#4364)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Add wandb as dependency (#4365)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Raise trainer error (#4356)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Set headscale false (#4364) (#4366)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Finetuning changes for BART (#4003)

* Temp

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Checkpoint converter to nemo for bart

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (#4357)

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix logging warning

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Fix electronic bug, new time ITN rule (#4355)

* fix electronic bug

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* add new itn time rule

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert domain changes

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* remove repetition

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* Correct support for dataclasses in default module dim (#4372)

* Correct support for dataclasses in default module dim

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix path for save of results

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* fix pad id bug (#4377)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Question answering bug fix (#4381)

* refactor dialogue state tracking for modelling/dataset interoperability

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style changes

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style raised by lgtm

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* 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

…
hainan-xv added a commit to hainan-xv/NeMo that referenced this pull request Nov 29, 2022
* stateless RNNT working

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* batch decode working

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* working backup

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* good working version

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* temporarily make norm layer have affine

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* temp

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* temp

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] add staticmethod decoration for BetaBinomialInterpolator (#4319)

Signed-off-by: Xuesong Yang <xuesongyxs@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] remove redundant lines and declare global variables and capture (#4320)

exception of non-supported windows.

Signed-off-by: Xuesong Yang <xuesongyxs@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Finetune T5 on the prefix-lm objective (#4328)

* Add script and yaml config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix yaml config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Update yaml to remove hardcoded model path

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fuse bias with geglu in ParallelMLP (#4213)

* add code of fused_bias_geglu

* call fused_bias_geglu in ParallelMLP

* fix some bugs

* change biad_gelu_activation to bias_activation_fusion

* fix the setting of bias_actication_fusion for T5

* delete bias_gelu_fusion from T5 example config

* push reformatted files

* hto4h gemms fusion

* remove hto4h gemms fusion

* push reformatted files

* disable bias_activation_fusion while activation is not geglu

* add bias_activation_fusion in yaml config file

* add bias_gelu_fusion in T5 config yaml file to pass CI test

* change bias_gelu_fusion to bias_activation_fusion for T5 CI test

* recover latest change

Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Support larger datasets for question answering  (#4205)

* refactor dialogue state tracking for modelling/dataset interoperability

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style changes

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style raised by lgtm

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* 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>

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>

* Fix bugs in indexed dataset exam script (#4325)

* fix the typo

Signed-off-by: Yi Dong <yidong@nvidia.com>

* add neighbors option

Signed-off-by: Yi Dong <yidong@nvidia.com>

* change the argument name

Signed-off-by: Yi Dong <yidong@nvidia.com>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Adding docs for ASR SSL (#4303)

* Initial commit for SSL docs

Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com>

* ssl docs update-1

Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com>

* ssl docs update-2

Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com>

Co-authored-by: Krishna Puvvada <kpuvvada@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fuse grad division into async grad allreduce (#4327)

* O2 runs but O1 does not

Signed-off-by: ericharper <complex451@gmail.com>

* disable async for O1

Signed-off-by: ericharper <complex451@gmail.com>

* typo

Signed-off-by: ericharper <complex451@gmail.com>

* update async flag in configure_optimizers

Signed-off-by: ericharper <complex451@gmail.com>

* typo

Signed-off-by: ericharper <complex451@gmail.com>

* revert

Signed-off-by: ericharper <complex451@gmail.com>

* update _require if using async

Signed-off-by: ericharper <complex451@gmail.com>

* clean comments

Signed-off-by: ericharper <complex451@gmail.com>

* always all_reduce

Signed-off-by: ericharper <complex451@gmail.com>

* add async grad allreduce and chunk optimization to T5

* push reformatted files after style check

* set chunk size as 0 while async grad allreduce is off

* more experiments show that 125MB is a better default chunk size for most cases

* add grad_allreduce_chunk_size_mb for GPT-3

* at the end of each training step, wait until all async grad allreduce works are done

* replace individual allreduce work.wait() with a single dGPU evice synchroonization

* add code of fused_bias_geglu

* call fused_bias_geglu in ParallelMLP

* record the status of each allreduce work seems too much for perf

* add more comments

* push a reformatted file

* fix some bugs

* change biad_gelu_activation to bias_activation_fusion

* fix the setting of bias_actication_fusion for T5

* delete bias_gelu_fusion from T5 example config

* push reformatted files

* fuse grad scale with allreduce

* push reformatted files

* hto4h gemms fusion

* remove hto4h gemms fusion

* add grad_scale_ar_fusion into GPT-3

* push reformatted files

* push reformatted files

* rename grad_scale_ar_fusion to grad_div_ar_fusion

* disable bias_activation_fusion while activation is not geglu

* add bias_activation_fusion in yaml config file

* add bias_gelu_fusion in T5 config yaml file to pass CI test

* change bias_gelu_fusion to bias_activation_fusion for T5 CI test

* recover latest change

* add grad_div_ar_fusion in config yaml file

* remove a redundant float()

Co-authored-by: ericharper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Update container to 22.05 (#4329)

* update container to 22.05

Signed-off-by: ericharper <complex451@gmail.com>

* try adding safe directory

Signed-off-by: ericharper <complex451@gmail.com>

* try env var

Signed-off-by: ericharper <complex451@gmail.com>

* printenv

Signed-off-by: ericharper <complex451@gmail.com>

* try GIT_BRANCH

Signed-off-by: ericharper <complex451@gmail.com>

* typo

Signed-off-by: ericharper <complex451@gmail.com>

* remove dbug statements

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Torchaudio installation fix (#4330)

* separate installer added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* apply suggestions, minor fixes

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] enforced pin_memory = True (#4341)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Merge r1.9.0 main (#4331)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* update package info

Signed-off-by: ericharper <complex451@gmail.com>

* cleaned up TN/ ITN doc (#4119)

* cleaned up TN/ ITN doc

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix typo

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* Draft: Fix restoring from checkpoint for case when `model.common_dataset_parameters.label_vocab_dir` is provided (#4136)

* Fix restoring from checkpoint with label vocab dir

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Add tests for various ways to pass label ids to model

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix typo

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix typo

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Do not create tmp directory

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix parameter name

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* finish cherry-pick op

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix labels errors

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Remove duplicate stage

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Change target branch

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* fix doc (#4146)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* Tacotron2 retrain (#4103)

* fix yaml

Signed-off-by: treacker <emshabalin@yandex.ru>

* Fix for new TTSDataset class

Signed-off-by: treacker <emshabalin@yandex.ru>

* added wandb logging

Signed-off-by: treacker <emshabalin@yandex.ru>

* added wandb logging

Signed-off-by: treacker <emshabalin@yandex.ru>

* fix numpy version

Signed-off-by: treacker <emshabalin@yandex.ru>

* fix numpy version

Signed-off-by: treacker <emshabalin@yandex.ru>

* inference fix

Signed-off-by: treacker <emshabalin@yandex.ru>

* removed old code

Signed-off-by: treacker <emshabalin@yandex.ru>

* updated parser logic

Signed-off-by: treacker <emshabalin@yandex.ru>

* reverted version update

Signed-off-by: treacker <emshabalin@yandex.ru>

* refactored parser logic

Signed-off-by: treacker <emshabalin@yandex.ru>

* Updated Jenkinsfile

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactored tutorial for Tacotron2

Signed-off-by: treacker <emshabalin@yandex.ru>

* Made backward compatibility

Signed-off-by: treacker <emshabalin@yandex.ru>

* Made backward compatibility

Signed-off-by: treacker <emshabalin@yandex.ru>

* Update Jenkinsfile

Signed-off-by: treacker <emshabalin@yandex.ru>

* Update tacotron.yaml

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* cleaned up TN/ ITN doc (#4119)

* cleaned up TN/ ITN doc

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix typo

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>
Signed-off-by: treacker <emshabalin@yandex.ru>

* Check implicit grad acc in GLUE dataset building (#4123)

* Check implicit grad acc in GLUE dataset building

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix jenkins test for GLUE/XNLI

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Fixed jenkins

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>

* Multiprocess improvements (#4127)

* initial commit

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* start fix

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* improve multiprocessing speed while creating speaker dataset

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* updated scp to filelist

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* notebooks' link, typo and import  fix  (#4158)

* redo missing pr 4007

Signed-off-by: fayejf <fayejf07@gmail.com>

* remove extremely unreliable links

Signed-off-by: fayejf <fayejf07@gmail.com>

* update speaker docs (#4164)

* update speaker docs

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* chunks -> segments

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* Khz -> kHz

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* small fix (#4180)

Signed-off-by: fayejf <fayejf07@gmail.com>

* fix the server key value problem (#4196)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Fix/punctuation/trainer required for setting test data (#4199)

* Draft of fix

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Add warnings and replace globa_step with current_epoch

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Small improvements to warnings

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Error and warning messages improvements

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Replace self.trainer with self._trainer

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Update ContextNet version (#4207)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* fix bugs for dialogue tutorial (#4211)

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* Dialogue tutorial fix (#4214)

* fix bugs for dialogue tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update path for convert_datasets.py due to conflict PR

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* Add docs for Thutmose Tagger (#4173)

* Add docs for Thutmose Tagger

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

* add level in docs

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

* delete folder to avoid error with running when folder exists from previous run

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>
Co-authored-by: ekmb <ebakhturina@nvidia.com>

* Dialogue tutorial fix (#4218)

* fix bugs for dialogue tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update path for convert_datasets.py due to conflict PR

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* restore previously deleted files

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* style fix

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* Dialogue tutorial fix (#4221)

* fix bugs for dialogue tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update path for convert_datasets.py due to conflict PR

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* restore previously deleted files

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* style fix

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* fix syntax error in ipynb-file (#4228)

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>

* fix json serialize (#4235)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Prompt Learning Typo Fixes (#4238)

* Prompt tuning notebook typo fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Update tutorials.rst

* Update prompt_learning.rst

* Update prompt_learning.rst

* fixing bug 3642622 (#4250)

* fixing bug 3642622

Signed-off-by: Ghasem Pasandi <gpasandi@nvidia.com>

* fixing bug 3642622

Signed-off-by: Ghasem Pasandi <gpasandi@nvidia.com>

Co-authored-by: Ghasem Pasandi <gpasandi@nvidia.com>

* fix broken link in the tutorial (#4257)

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>

* Typo fix, branch change, better download messagae (#4262)

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Raise error if bicleaner is not installed in NMT Data preprocesing notebook (#4264)

* Raise error if bicleaner is not installed

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Clear cells

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix missing validation dataset, whitelist certain keywords for datasets (#4269)

* Fix missing validation dataset, whitelist certain keywords for datasets

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix missing validation dataset, whitelist certain keywords for datasets

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update asr configs with num_workers and pin_memory (#4270)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix epoch end (#4265)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Eric Harper <complex451@gmail.com>

* Set Save on train end to false (#4274)

* Set Save on train end to false

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Update prompt_learning.rst

* Update prompt_learning.rst

* Update YAML (#4261)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Updated config to fix CI test OOM error (#4279)

* Updated config to fix CI test issue

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Increased num workers

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* verbose k2 install, skip if failed (#4289)

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>

* Changed total virtual prompt tokens (#4295)

* Changed total virtual prompt tokens

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* put number of workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* upper bound lightning

Signed-off-by: ericharper <complex451@gmail.com>

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* update config

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate test

Signed-off-by: ericharper <complex451@gmail.com>

* fix tn test cases

Signed-off-by: ericharper <complex451@gmail.com>

* add another safe.directory

Signed-off-by: ericharper <complex451@gmail.com>

* typo

Signed-off-by: ericharper <complex451@gmail.com>

Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: PeganovAnton <peganoff2@mail.ru>
Co-authored-by: treacker <36159472+treacker@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Co-authored-by: bene-ges <61418381+bene-ges@users.noreply.github.com>
Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>
Co-authored-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Ghasem <35242805+pasandi20@users.noreply.github.com>
Co-authored-by: Ghasem Pasandi <gpasandi@nvidia.com>
Co-authored-by: Aleksandr Laptev <laptevsasha12@gmail.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Training Fastpitch on German text and phonemes and finetuning HiFi-GAN on predicted mels (#4266)

* initial commit

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* cleared notebook outputs

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* formatting errors

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* formatting

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* addressed comments

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* addressed comments on tutorial

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* updated tutorial

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* updated grammar and fastpitch description

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* updated with feedback

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* updated with feedback

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* removed unused imports

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Speedup the speech commands dataset processing script (#4347)

* Add multiprocessing support to the google speech commands dataset processing script

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* fix number of args error with __extract_all_files function

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* fix styling issues

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* fix bugs with silence set construction and update librosa output write to use soundfile write

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* add docstrings and return values in __construct_filepaths as dictionary

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix wrong requirement (#4349)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Refactored path to manifest (#4251)

Signed-off-by: Evgeniy Shabalin <baah1999@yandex.ru>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* IPA support for TTS (#4310)

* IPA tokenizer and G2P untested draft

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Add IPA CMUdict and new heteronyms list

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Add draft FastPitch IPA config

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Minor bugfixes for IPA training

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Add phoneme_probability to IPA G2P

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Updates to IPA FastPitch training config

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Update IPA dict and heteronyms file

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Adjust default lr for IPA FastPitch to 1e-3

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Rename IPA CMUdict to reflect date

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Add docstrings for IPA tokenizer and G2P, update CMUdict path for config

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Fix IPA vocab ordering, add options to uppercase graphemes and remove stress symbols

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Mark IPA classes as experimental

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Update apostrophe-S cases

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Tn install (#4055)

* remove conda pynini requirement

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* remove remnants

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* merge with main

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* removing nlp collection dependency from text processing and thus breaking cyclyc imports

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix wrong requirement

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix bug in vi

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* update jenkins folders

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ekmb <ebakhturina@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix tutorial (#4352)

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix the post ln (#4350)

Signed-off-by: Yi Dong <yidong@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Fix] Hanging for Fully Randomized Bucketing (#4348)

* Update container to 22.05 (#4329)

* update container to 22.05

Signed-off-by: ericharper <complex451@gmail.com>

* try adding safe directory

Signed-off-by: ericharper <complex451@gmail.com>

* try env var

Signed-off-by: ericharper <complex451@gmail.com>

* printenv

Signed-off-by: ericharper <complex451@gmail.com>

* try GIT_BRANCH

Signed-off-by: ericharper <complex451@gmail.com>

* typo

Signed-off-by: ericharper <complex451@gmail.com>

* remove dbug statements

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: stevehuang52 <heh@nvidia.com>

* Merge r1.9.0 main (#4331)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* update package info

Signed-off-by: ericharper <complex451@gmail.com>

* cleaned up TN/ ITN doc (#4119)

* cleaned up TN/ ITN doc

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix typo

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* Draft: Fix restoring from checkpoint for case when `model.common_dataset_parameters.label_vocab_dir` is provided (#4136)

* Fix restoring from checkpoint with label vocab dir

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Add tests for various ways to pass label ids to model

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix typo

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix typo

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Do not create tmp directory

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix parameter name

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* finish cherry-pick op

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix labels errors

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Remove duplicate stage

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Change target branch

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* fix doc (#4146)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* Tacotron2 retrain (#4103)

* fix yaml

Signed-off-by: treacker <emshabalin@yandex.ru>

* Fix for new TTSDataset class

Signed-off-by: treacker <emshabalin@yandex.ru>

* added wandb logging

Signed-off-by: treacker <emshabalin@yandex.ru>

* added wandb logging

Signed-off-by: treacker <emshabalin@yandex.ru>

* fix numpy version

Signed-off-by: treacker <emshabalin@yandex.ru>

* fix numpy version

Signed-off-by: treacker <emshabalin@yandex.ru>

* inference fix

Signed-off-by: treacker <emshabalin@yandex.ru>

* removed old code

Signed-off-by: treacker <emshabalin@yandex.ru>

* updated parser logic

Signed-off-by: treacker <emshabalin@yandex.ru>

* reverted version update

Signed-off-by: treacker <emshabalin@yandex.ru>

* refactored parser logic

Signed-off-by: treacker <emshabalin@yandex.ru>

* Updated Jenkinsfile

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactored tutorial for Tacotron2

Signed-off-by: treacker <emshabalin@yandex.ru>

* Made backward compatibility

Signed-off-by: treacker <emshabalin@yandex.ru>

* Made backward compatibility

Signed-off-by: treacker <emshabalin@yandex.ru>

* Update Jenkinsfile

Signed-off-by: treacker <emshabalin@yandex.ru>

* Update tacotron.yaml

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* cleaned up TN/ ITN doc (#4119)

* cleaned up TN/ ITN doc

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix typo

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>
Signed-off-by: treacker <emshabalin@yandex.ru>

* Check implicit grad acc in GLUE dataset building (#4123)

* Check implicit grad acc in GLUE dataset building

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix jenkins test for GLUE/XNLI

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Fixed jenkins

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>

* Multiprocess improvements (#4127)

* initial commit

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* start fix

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* improve multiprocessing speed while creating speaker dataset

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* updated scp to filelist

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* notebooks' link, typo and import  fix  (#4158)

* redo missing pr 4007

Signed-off-by: fayejf <fayejf07@gmail.com>

* remove extremely unreliable links

Signed-off-by: fayejf <fayejf07@gmail.com>

* update speaker docs (#4164)

* update speaker docs

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* chunks -> segments

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* Khz -> kHz

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* small fix (#4180)

Signed-off-by: fayejf <fayejf07@gmail.com>

* fix the server key value problem (#4196)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Fix/punctuation/trainer required for setting test data (#4199)

* Draft of fix

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Add warnings and replace globa_step with current_epoch

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Small improvements to warnings

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Error and warning messages improvements

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Replace self.trainer with self._trainer

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Update ContextNet version (#4207)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* fix bugs for dialogue tutorial (#4211)

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* Dialogue tutorial fix (#4214)

* fix bugs for dialogue tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update path for convert_datasets.py due to conflict PR

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* Add docs for Thutmose Tagger (#4173)

* Add docs for Thutmose Tagger

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

* add level in docs

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

* delete folder to avoid error with running when folder exists from previous run

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>
Co-authored-by: ekmb <ebakhturina@nvidia.com>

* Dialogue tutorial fix (#4218)

* fix bugs for dialogue tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update path for convert_datasets.py due to conflict PR

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* restore previously deleted files

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* style fix

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* Dialogue tutorial fix (#4221)

* fix bugs for dialogue tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update path for convert_datasets.py due to conflict PR

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* restore previously deleted files

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* style fix

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* fix syntax error in ipynb-file (#4228)

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>

* fix json serialize (#4235)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Prompt Learning Typo Fixes (#4238)

* Prompt tuning notebook typo fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Update tutorials.rst

* Update prompt_learning.rst

* Update prompt_learning.rst

* fixing bug 3642622 (#4250)

* fixing bug 3642622

Signed-off-by: Ghasem Pasandi <gpasandi@nvidia.com>

* fixing bug 3642622

Signed-off-by: Ghasem Pasandi <gpasandi@nvidia.com>

Co-authored-by: Ghasem Pasandi <gpasandi@nvidia.com>

* fix broken link in the tutorial (#4257)

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>

* Typo fix, branch change, better download messagae (#4262)

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Raise error if bicleaner is not installed in NMT Data preprocesing notebook (#4264)

* Raise error if bicleaner is not installed

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Clear cells

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix missing validation dataset, whitelist certain keywords for datasets (#4269)

* Fix missing validation dataset, whitelist certain keywords for datasets

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix missing validation dataset, whitelist certain keywords for datasets

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update asr configs with num_workers and pin_memory (#4270)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix epoch end (#4265)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Eric Harper <complex451@gmail.com>

* Set Save on train end to false (#4274)

* Set Save on train end to false

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Update prompt_learning.rst

* Update prompt_learning.rst

* Update YAML (#4261)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Updated config to fix CI test OOM error (#4279)

* Updated config to fix CI test issue

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Increased num workers

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* verbose k2 install, skip if failed (#4289)

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>

* Changed total virtual prompt tokens (#4295)

* Changed total virtual prompt tokens

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* put number of workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* upper bound lightning

Signed-off-by: ericharper <complex451@gmail.com>

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* update config

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate test

Signed-off-by: ericharper <complex451@gmail.com>

* fix tn test cases

Signed-off-by: ericharper <complex451@gmail.com>

* add another safe.directory

Signed-off-by: ericharper <complex451@gmail.com>

* typo

Signed-off-by: ericharper <complex451@gmail.com>

Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: PeganovAnton <peganoff2@mail.ru>
Co-authored-by: treacker <36159472+treacker@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Co-authored-by: bene-ges <61418381+bene-ges@users.noreply.github.com>
Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>
Co-authored-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Ghasem <35242805+pasandi20@users.noreply.github.com>
Co-authored-by: Ghasem Pasandi <gpasandi@nvidia.com>
Co-authored-by: Aleksandr Laptev <laptevsasha12@gmail.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: stevehuang52 <heh@nvidia.com>

* fix full_randn bucket hang

Signed-off-by: stevehuang52 <heh@nvidia.com>

* remove unused variables

Signed-off-by: stevehuang52 <heh@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: PeganovAnton <peganoff2@mail.ru>
Co-authored-by: treacker <36159472+treacker@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Co-authored-by: bene-ges <61418381+bene-ges@users.noreply.github.com>
Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>
Co-authored-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Ghasem <35242805+pasandi20@users.noreply.github.com>
Co-authored-by: Ghasem Pasandi <gpasandi@nvidia.com>
Co-authored-by: Aleksandr Laptev <laptevsasha12@gmail.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Bits of RADTTS support (#4343)

* Bits of RADTTS support

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Fixed args mismatch

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Style

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Addressed review comments

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* More review comments

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Prompt Learning Pipeline Parallel (#4291)

* Added get_forward_output_and_loss_func and updated train/val steps

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added preprocess flag before prompt table/encoder access

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Made two optimizer groups, one for frozen, one for soft prompt

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Pipeline parallel working

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Still figuring out setting lr/sched for one param group

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Set betas to zero

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Only unfreeze one sublayer with lr 0.0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Pipeline parallel working w/ one optimizer

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Trying to fix Jenkins file

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Trying to fix Jenkins file

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Getting updated jenkins test to work

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Getting updated jenkins test to work

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added prompt learning tp and pp CI tests

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added amp_o2 model compatibility

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Made CI test smaller

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Still trying to get Jenkins to work

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Still trying to get Jenkins to work

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Temporarily moving prompt learning CI test to beginning

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changing the layer being unfrozen

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* debug jenkins

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Move pp unfreeze to init

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Try to make Jenkins test parallel

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Fix python formatting

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Moved prompt learning tests back to where they belong

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* add back checkpoint convertion CI test

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Revert "add back checkpoint convertion CI test"

This reverts commit 61e2ffcdefe964c8e74b74d8c10906ae29f32b6d.

* Add back checkpoint conversion test

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Setting requires grad to True everywhere

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Updated config comments and simplified param group code

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added comment on frozen_model having lr=0.0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added configure optimizers methods

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Set amp_o2 to false

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* removed o2 code

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Python formatting fix

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* auto switch conformer encoder adapter in_features (#4354)

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Dataloader, collector, loss and metric for multiscale diarization decoder  (#4187)

* First commit

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Checked funtionality and imports

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fixed import issues

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Removed the changed made by mistake

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Fixed LGTM errors 001

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Fixed LGTM and style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Changed docstrings

Signed-off-by: Taejin Park <tango4j@gmail.com>

* LGTM again

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Removed unnecessary torch setting lines

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Style fix and isort

Signed-off-by: Taejin Park <tango4j@gmail.com>

* jbalam-nv comments reflected

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Reflected comments and created _diar_label.py

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Typo fix and style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Fixed target_spks[0] index error

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* LGTM unused import IterDataset

Signed-off-by: Taejin Park <tango4j@gmail.com>

* revert collection doc year

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Code format error in collections.py

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix collections space format error

Signed-off-by: Taejin Park <tango4j@gmail.com>

* merged main correctly

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Reflected all comments and tested

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix and LGTM

Signed-off-by: Taejin Park <tango4j@gmail.com>

* rttm_filepath to rttm_file and removed self included funcs, tested

Signed-off-by: Taejin Park <tango4j@gmail.com>

Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add ASR CTC Decoding module (#4342)

* Initial commit

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Full support for decoding strategy

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Temp

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix labels of y_sequence

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Set support for sentencepiece subword merging

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix char and word based token merge alignment

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Revert incorrect change

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update docstring

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Improve compatibility with greedy tokens and log probs

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update scripts to use decoding strategy

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Add tests and docs

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Add tests and docs

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix speaker decoder timestamps

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix speaker decoder timestamps

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix decoding of ctc models

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Address reviewer comments

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Address reviewer comments

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Option to disable mp in VAD via num_workers=1 (#4317)

* Option to disable mp in VAD via num_workers=1

In certain environments python multiprocessing can deadlock. This adds a convenient version to disable by setting num_workers to 1.

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

* add none handling

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

* additional none handling

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* remove redundant bias expand (#4382)

* remove redundant bias expand

Signed-off-by: Xiaowei Ren <xren@nvidia.com>

* delete redundant code

Signed-off-by: Xiaowei Ren <xren@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add option for specifying wandb save_dir from config (#4379)

* give option to user to specify wandb save dir via config

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* create save_dir directory for wandb logger if not exists

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* update save_dir get method with a default value

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Bugfix][TTS] wrong order of returned tuple for general_collate_fn. (#4388)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Merge r1.10.0 main (#4398)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Set headscale false (#4364)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Add wandb as dependency (#4365)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Raise trainer error (#4356)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Set headscale false (#4364) (#4366)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Finetuning changes for BART (#4003)

* Temp

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Checkpoint converter to nemo for bart

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (#4357)

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix logging warning

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Fix electronic bug, new time ITN rule (#4355)

* fix electronic bug

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* add new itn time rule

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert domain changes

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* remove repetition

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* Correct support for dataclasses in default module dim (#4372)

* Correct support for dataclasses in default module dim

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix path for save of results

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* fix pad id bug (#4377)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Question answering bug fix (#4381)

* refactor dialogue state tracking for modelling/dataset interoperability

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style changes

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style raised by lgtm

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* 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

…
hainan-xv pushed a commit to hainan-xv/NeMo that referenced this pull request Nov 29, 2022
* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Set headscale false (NVIDIA#4364)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Add wandb as dependency (NVIDIA#4365)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Raise trainer error (NVIDIA#4356)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Set headscale false (NVIDIA#4364) (NVIDIA#4366)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Finetuning changes for BART (NVIDIA#4003)

* Temp

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Checkpoint converter to nemo for bart

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (NVIDIA#4357)

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix logging warning

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Fix electronic bug, new time ITN rule (NVIDIA#4355)

* fix electronic bug

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* add new itn time rule

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert domain changes

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* remove repetition

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* Correct support for dataclasses in default module dim (NVIDIA#4372)

* Correct support for dataclasses in default module dim

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix path for save of results

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* fix pad id bug (NVIDIA#4377)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Question answering bug fix (NVIDIA#4381)

* refactor dialogue state tracking for modelling/dataset interoperability

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style changes

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style raised by lgtm

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* 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)

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* modify huggingface utils to support HF t5/BART models

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* 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

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* 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 NVIDIA#3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 2 based on PR NVIDIA#3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 3 based on PR NVIDIA#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>

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Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update colab tutorial link in dialogue docs

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* 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

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* 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

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* add error checking message

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* revert back to float32

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* 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>

* style fix

* style fix

* correct typo

* style fix

* style fix

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>

* Fix ASR Typos in tutorials (NVIDIA#4384)

* Fix typos

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (NVIDIA#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
(cherry picked from commit 0322b15)

Co-authored-by: Travis Bartley <Travismbartley@gmail.com>

* Add Docs for NeMo Adapters (NVIDIA#4369)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update NeMo docs (NVIDIA#4397)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* remove Copy of

Signed-off-by: ericharper <complex451@gmail.com>

Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.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: Travis Bartley <Travismbartley@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>
hainan-xv pushed a commit to hainan-xv/NeMo that referenced this pull request Nov 29, 2022
* Temp

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* Add megatron dataset

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* Update config and fix global batch fetcher

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* Add dataset class

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* Update comments

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* Style

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* Update yaml

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* Fix duplicate yaml key

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* Translate method and preprocess script for raw text

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* Style

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* Remove pdb

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* Fix arg name

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* Fix other arg

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* Change sampler back

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* Move back to global batch fetcher to use distributed sampler

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* Add text memmap data

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* Update monitor

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* Fixes for PP

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* Remove unused import

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* Truncate examples in text memmap

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* NMT training batch interpolation key

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* tarred data fix

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* Change dataset type check

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* Fix sampler

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* Pass dataset cfg to determine type

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* Log global step on validation step as well

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* Fix NMT model saving with artifacts

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* Inference config file

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* Style

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* Sampler config

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* Style

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* Comment for validation dataset type

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* Fix tokenizer building

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* Fix tokenizer in restore

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* Style

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* O2 restore from fix

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* Remove print

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* Logging

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* Set seed for distributed sampler

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* Cluster debugging messages

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* Style

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* Fix max generation delta

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* No LM Init

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* Use nlp save restore connector

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* Remove useless infer args

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* Typo

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* UTF8 safe print of translation result

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* Style

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* Add save restore connector back with comment

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* Refactor

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* Fix CI test

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* Add missing args

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* Address comments

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* Empty to restart

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* Check for test ds

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* Perceiver with PP=1

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* Remove init cross attn

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* CI test and remove init cross attn arg

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* Remove init cross attn layers from file

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* Style

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* Clean up

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* update branch

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* Set headscale false (NVIDIA#4364)

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* Add wandb as dependency (NVIDIA#4365)

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* Raise trainer error (NVIDIA#4356)

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* Set headscale false (NVIDIA#4364) (NVIDIA#4366)

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Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Finetuning changes for BART (NVIDIA#4003)

* Temp

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* Checkpoint converter to nemo for bart

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* Style

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* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (NVIDIA#4357)

* Style

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* Fix logging warning

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Refactor bias act fusion

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Update NMT config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix electronic bug, new time ITN rule (NVIDIA#4355)

* fix electronic bug

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* add new itn time rule

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* revert domain changes

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* remove repetition

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* Update ci tests

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Correct support for dataclasses in default module dim (NVIDIA#4372)

* Correct support for dataclasses in default module dim

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix path for save of results

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* fix pad id bug (NVIDIA#4377)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Question answering bug fix (NVIDIA#4381)

* refactor dialogue state tracking for modelling/dataset interoperability

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style changes

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

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* fix style raised by lgtm

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* fix style formatting

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update template to include description of intent

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* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* changes based on requests in review

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* add compatibility with assistant dataset

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* update Jenkins

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* remove dialogue_state_tracking

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* update huggingface utils for dialogue

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* rename dialogue_state_tracking_hybrid to dialogue_state_tracking_sgdqa

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* style fix

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* fix style

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* style fix nemo/collections/nlp/models/dialogue_state_tracking_sgdqa/__init__.py

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile for SGDGEN

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* 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

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* add docstrings for assistant data processsor

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* update Jenkins for SGDGEN local checkpoint

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* update style

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* use local vocab file for Jenkinsfile

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* patch for Jenkins CI using local file

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* add slot filling prediction and metrics

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* remove unused code

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* style fix

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* refactor metrics code out of Dialogue GPT Model

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* integrate backward compatible support for IntentSlotClassificationModel (bert model)

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* save prediction file for IntentSlotClassification

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* update dialogue gpt model training for megatron gpt

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* remove batch generate for HF GPT2, which causes lower performance

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* add few shot capability to dialogue gpt model

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* update Jenkinsfile and remove unused import

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* update code description and clarity

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* address PR comments

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* style fix

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* integrate compatibility with ZeroShotIntentModel

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* rename folder to dialogue due to increased scope and further refactor for clarity

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* added dialogue GPT for sequence generation task (e.g. answer extender)

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* add CI test for DialogueGPTGenerationModel

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* integrate DialogueS2SGenerationModel for generation task (e.g. answer extender)

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* modify huggingface utils to support HF t5/BART models

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* style fix

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* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* remove unused imports

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* style fix

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update Jenkinsfile

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* update Jenkinsfile

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update bleu metric

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* fix bleu metric style

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* debug bleu metric

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* debug bleu metric

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* update based on PR NVIDIA#3893

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* update 2 based on PR NVIDIA#3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 3 based on PR NVIDIA#3893

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* integrate sgd generation based on user user utterance and system slot-values to generate system utterance

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* add validation model saving capabilities

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* cleaned up code for SGD Based Answer extender

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* 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>

* style fix

* style fix

* correct typo

* style fix

* style fix

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>

* Fix ASR Typos in tutorials (NVIDIA#4384)

* Fix typos

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (NVIDIA#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
(cherry picked from commit 0322b15)

Co-authored-by: Travis Bartley <Travismbartley@gmail.com>

* Add Docs for NeMo Adapters (NVIDIA#4369)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update NeMo docs (NVIDIA#4397)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>

* Punctuation and capitalization tests race condition (NVIDIA#4399)

* Add draft of race condition fixes

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Minor improvements

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* More race condition fixes

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Improve error message

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Improve error message

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Improve error message

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* bias act fusion changes

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Address comments

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix geglu without fusion

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Reset files to main

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Remove hidden blocks

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: Abhinav Khattar <aklife97@gmail.com>
Co-authored-by: ericharper <complex451@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.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: Travis Bartley <Travismbartley@gmail.com>
Co-authored-by: PeganovAnton <peganoff2@mail.ru>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>
hainan-xv pushed a commit to hainan-xv/NeMo that referenced this pull request Nov 29, 2022
* Dataloader, collector, loss and metric for multiscale diarization decoder  (NVIDIA#4187)

* First commit

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Checked funtionality and imports

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fixed import issues

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Removed the changed made by mistake

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Fixed LGTM errors 001

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Fixed LGTM and style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Changed docstrings

Signed-off-by: Taejin Park <tango4j@gmail.com>

* LGTM again

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Removed unnecessary torch setting lines

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Style fix and isort

Signed-off-by: Taejin Park <tango4j@gmail.com>

* jbalam-nv comments reflected

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Reflected comments and created _diar_label.py

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Typo fix and style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Fixed target_spks[0] index error

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* LGTM unused import IterDataset

Signed-off-by: Taejin Park <tango4j@gmail.com>

* revert collection doc year

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Code format error in collections.py

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix collections space format error

Signed-off-by: Taejin Park <tango4j@gmail.com>

* merged main correctly

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Reflected all comments and tested

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix and LGTM

Signed-off-by: Taejin Park <tango4j@gmail.com>

* rttm_filepath to rttm_file and removed self included funcs, tested

Signed-off-by: Taejin Park <tango4j@gmail.com>

Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* removed references to data_dir

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* added missing parameters to data preparation script

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* removed unnecessary file extension check

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Add ASR CTC Decoding module (NVIDIA#4342)

* Initial commit

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Full support for decoding strategy

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Temp

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix labels of y_sequence

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Set support for sentencepiece subword merging

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix char and word based token merge alignment

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Revert incorrect change

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update docstring

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Improve compatibility with greedy tokens and log probs

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update scripts to use decoding strategy

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Add tests and docs

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Add tests and docs

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix speaker decoder timestamps

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix speaker decoder timestamps

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix decoding of ctc models

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Address reviewer comments

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Address reviewer comments

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Option to disable mp in VAD via num_workers=1 (NVIDIA#4317)

* Option to disable mp in VAD via num_workers=1

In certain environments python multiprocessing can deadlock. This adds a convenient version to disable by setting num_workers to 1.

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

* add none handling

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

* additional none handling

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* remove redundant bias expand (NVIDIA#4382)

* remove redundant bias expand

Signed-off-by: Xiaowei Ren <xren@nvidia.com>

* delete redundant code

Signed-off-by: Xiaowei Ren <xren@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* fixed style

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Add option for specifying wandb save_dir from config (NVIDIA#4379)

* give option to user to specify wandb save dir via config

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* create save_dir directory for wandb logger if not exists

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* update save_dir get method with a default value

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (NVIDIA#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* [Bugfix][TTS] wrong order of returned tuple for general_collate_fn. (NVIDIA#4388)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Merge r1.10.0 main (NVIDIA#4398)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Set headscale false (NVIDIA#4364)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Add wandb as dependency (NVIDIA#4365)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Raise trainer error (NVIDIA#4356)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Set headscale false (NVIDIA#4364) (NVIDIA#4366)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Finetuning changes for BART (NVIDIA#4003)

* Temp

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Checkpoint converter to nemo for bart

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (NVIDIA#4357)

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix logging warning

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Fix electronic bug, new time ITN rule (NVIDIA#4355)

* fix electronic bug

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* add new itn time rule

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert domain changes

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* remove repetition

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* Correct support for dataclasses in default module dim (NVIDIA#4372)

* Correct support for dataclasses in default module dim

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix path for save of results

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* fix pad id bug (NVIDIA#4377)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Question answering bug fix (NVIDIA#4381)

* refactor dialogue state tracking for modelling/dataset interoperability

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style changes

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style raised by lgtm

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* 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 NVIDIA#3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 2 based on PR NVIDIA#3893

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* update 3 based on PR NVIDIA#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>

* style fix

* style fix

* correct typo

* style fix

* style fix

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>

* Fix ASR Typos in tutorials (NVIDIA#4384)

* Fix typos

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (NVIDIA#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
(cherry picked from commit 0322b15)

Co-authored-by: Travis Bartley <Travismbartley@gmail.com>

* Add Docs for NeMo Adapters (NVIDIA#4369)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update NeMo docs (NVIDIA#4397)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* remove Copy of

Signed-off-by: ericharper <complex451@gmail.com>

Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.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: Travis Bartley <Travismbartley@gmail.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* [bugfix][TTS] pitch, voiced_mask, prob_voiced have the same values. (NVIDIA#4392)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Fixing import error in some cases (NVIDIA#4401)

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Fixing bugs in calling method ctc_decoder_predictions_tensor. (NVIDIA#4414)

* updated ctc decoding calls.

Signed-off-by: Vahid <vnoroozi@nvidia.com>

* fixed the ones for timestamp_utils.py

Signed-off-by: Vahid <vnoroozi@nvidia.com>

* fixed the ones for timestamp_utils.py

Signed-off-by: Vahid <vnoroozi@nvidia.com>

* fixed the ones for timestamp_utils.py

Signed-off-by: Vahid <vnoroozi@nvidia.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* Update with new conformer checkpoints. (NVIDIA#4417)

Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

* [TTS] add static method decorator. (NVIDIA#4443)

* [TTS] add static method decorator.

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* remove protect prefix

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>

* fixed style error

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Matvei Novikov <mattyson.so@gmail.com>

Co-authored-by: Taejin Park <tango4j@gmail.com>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Georg Kucsko <gkucsko@users.noreply.github.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Co-authored-by: Xiaowei Ren <103958965+xrennvidia@users.noreply.github.com>
Co-authored-by: Shantanu Acharya <shantanua@nvidia.com>
Co-authored-by: Travis Bartley <Travismbartley@gmail.com>
Co-authored-by: tbartley94 <tbartley@nvidia.com>
Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.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: Boris Fomitchev <borisfom@users.noreply.github.com>
Co-authored-by: Vahid Noroozi <VahidooX@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>
hainan-xv pushed a commit to hainan-xv/NeMo that referenced this pull request Nov 29, 2022
* 1. Added vocab_size property to RegExTokenizer.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed passing hiddens directly.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added support in encoder outputs.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Added comments.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Added automatic mapping of kwargs to args in forward.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Added encode function.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@nvidia.com>

* 1. PP and TP works (but not together)

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Separated get_forward_output_only_func_encode and get_forward_output_only_func_decode.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Set headscale false (NVIDIA#4364)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Add wandb as dependency (NVIDIA#4365)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Raise trainer error (NVIDIA#4356)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Set headscale false (NVIDIA#4364) (NVIDIA#4366)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Finetuning changes for BART (NVIDIA#4003)

* Temp

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Checkpoint converter to nemo for bart

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (NVIDIA#4357)

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix logging warning

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* 1. Added return logits to validation.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed unkown token during sampling.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed RegExTokenizer loading.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed ckpt file with samples int(0).

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed regex tokenizer.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed allowing enc_tokens to be None.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added ability to ignore tokens by id during decode.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed regex tokenizer .nemo loading issue.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed RegEx test.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* r1.10.0 untie embeddings weights (NVIDIA#4519)

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added independent decoder embeddings, and independent decoder token_head.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added support in yaml config.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed initialization.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Added tests for untied embeddings and decoder token head.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Updated share_word_embeddings to share_token_embeddings.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed style.
Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed error in __del__ when TextMemMapDataset fails to build.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed comments.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1.Made method private.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed config names.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed alerts and style.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Fixed PP, TP, PP+TP still fails.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

* 1. Debugging.

Signed-off-by: Micha Livne <mlivne@cs.toronto.edu>

Co-authored-by: Micha Livne <mlivne@nvidia.com>
Co-authored-by: ericharper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.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
* stateless RNNT working

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* batch decode working

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* working backup

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* good working version

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* temporarily make norm layer have affine

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* temp

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* temp

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] add staticmethod decoration for BetaBinomialInterpolator (#4319)

Signed-off-by: Xuesong Yang <xuesongyxs@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] remove redundant lines and declare global variables and capture (#4320)

exception of non-supported windows.

Signed-off-by: Xuesong Yang <xuesongyxs@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Finetune T5 on the prefix-lm objective (#4328)

* Add script and yaml config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix yaml config

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Update yaml to remove hardcoded model path

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fuse bias with geglu in ParallelMLP (#4213)

* add code of fused_bias_geglu

* call fused_bias_geglu in ParallelMLP

* fix some bugs

* change biad_gelu_activation to bias_activation_fusion

* fix the setting of bias_actication_fusion for T5

* delete bias_gelu_fusion from T5 example config

* push reformatted files

* hto4h gemms fusion

* remove hto4h gemms fusion

* push reformatted files

* disable bias_activation_fusion while activation is not geglu

* add bias_activation_fusion in yaml config file

* add bias_gelu_fusion in T5 config yaml file to pass CI test

* change bias_gelu_fusion to bias_activation_fusion for T5 CI test

* recover latest change

Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Support larger datasets for question answering  (#4205)

* refactor dialogue state tracking for modelling/dataset interoperability

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style changes

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style raised by lgtm

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* 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>

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>

* Fix bugs in indexed dataset exam script (#4325)

* fix the typo

Signed-off-by: Yi Dong <yidong@nvidia.com>

* add neighbors option

Signed-off-by: Yi Dong <yidong@nvidia.com>

* change the argument name

Signed-off-by: Yi Dong <yidong@nvidia.com>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Adding docs for ASR SSL (#4303)

* Initial commit for SSL docs

Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com>

* ssl docs update-1

Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com>

* ssl docs update-2

Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com>

Co-authored-by: Krishna Puvvada <kpuvvada@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Fuse grad division into async grad allreduce (#4327)

* O2 runs but O1 does not

Signed-off-by: ericharper <complex451@gmail.com>

* disable async for O1

Signed-off-by: ericharper <complex451@gmail.com>

* typo

Signed-off-by: ericharper <complex451@gmail.com>

* update async flag in configure_optimizers

Signed-off-by: ericharper <complex451@gmail.com>

* typo

Signed-off-by: ericharper <complex451@gmail.com>

* revert

Signed-off-by: ericharper <complex451@gmail.com>

* update _require if using async

Signed-off-by: ericharper <complex451@gmail.com>

* clean comments

Signed-off-by: ericharper <complex451@gmail.com>

* always all_reduce

Signed-off-by: ericharper <complex451@gmail.com>

* add async grad allreduce and chunk optimization to T5

* push reformatted files after style check

* set chunk size as 0 while async grad allreduce is off

* more experiments show that 125MB is a better default chunk size for most cases

* add grad_allreduce_chunk_size_mb for GPT-3

* at the end of each training step, wait until all async grad allreduce works are done

* replace individual allreduce work.wait() with a single dGPU evice synchroonization

* add code of fused_bias_geglu

* call fused_bias_geglu in ParallelMLP

* record the status of each allreduce work seems too much for perf

* add more comments

* push a reformatted file

* fix some bugs

* change biad_gelu_activation to bias_activation_fusion

* fix the setting of bias_actication_fusion for T5

* delete bias_gelu_fusion from T5 example config

* push reformatted files

* fuse grad scale with allreduce

* push reformatted files

* hto4h gemms fusion

* remove hto4h gemms fusion

* add grad_scale_ar_fusion into GPT-3

* push reformatted files

* push reformatted files

* rename grad_scale_ar_fusion to grad_div_ar_fusion

* disable bias_activation_fusion while activation is not geglu

* add bias_activation_fusion in yaml config file

* add bias_gelu_fusion in T5 config yaml file to pass CI test

* change bias_gelu_fusion to bias_activation_fusion for T5 CI test

* recover latest change

* add grad_div_ar_fusion in config yaml file

* remove a redundant float()

Co-authored-by: ericharper <complex451@gmail.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Update container to 22.05 (#4329)

* update container to 22.05

Signed-off-by: ericharper <complex451@gmail.com>

* try adding safe directory

Signed-off-by: ericharper <complex451@gmail.com>

* try env var

Signed-off-by: ericharper <complex451@gmail.com>

* printenv

Signed-off-by: ericharper <complex451@gmail.com>

* try GIT_BRANCH

Signed-off-by: ericharper <complex451@gmail.com>

* typo

Signed-off-by: ericharper <complex451@gmail.com>

* remove dbug statements

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Torchaudio installation fix (#4330)

* separate installer added

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

* apply suggestions, minor fixes

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] enforced pin_memory = True (#4341)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Merge r1.9.0 main (#4331)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* update package info

Signed-off-by: ericharper <complex451@gmail.com>

* cleaned up TN/ ITN doc (#4119)

* cleaned up TN/ ITN doc

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix typo

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* Draft: Fix restoring from checkpoint for case when `model.common_dataset_parameters.label_vocab_dir` is provided (#4136)

* Fix restoring from checkpoint with label vocab dir

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Add tests for various ways to pass label ids to model

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix typo

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix typo

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Do not create tmp directory

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix parameter name

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* finish cherry-pick op

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix labels errors

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Remove duplicate stage

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Change target branch

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* fix doc (#4146)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* Tacotron2 retrain (#4103)

* fix yaml

Signed-off-by: treacker <emshabalin@yandex.ru>

* Fix for new TTSDataset class

Signed-off-by: treacker <emshabalin@yandex.ru>

* added wandb logging

Signed-off-by: treacker <emshabalin@yandex.ru>

* added wandb logging

Signed-off-by: treacker <emshabalin@yandex.ru>

* fix numpy version

Signed-off-by: treacker <emshabalin@yandex.ru>

* fix numpy version

Signed-off-by: treacker <emshabalin@yandex.ru>

* inference fix

Signed-off-by: treacker <emshabalin@yandex.ru>

* removed old code

Signed-off-by: treacker <emshabalin@yandex.ru>

* updated parser logic

Signed-off-by: treacker <emshabalin@yandex.ru>

* reverted version update

Signed-off-by: treacker <emshabalin@yandex.ru>

* refactored parser logic

Signed-off-by: treacker <emshabalin@yandex.ru>

* Updated Jenkinsfile

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactored tutorial for Tacotron2

Signed-off-by: treacker <emshabalin@yandex.ru>

* Made backward compatibility

Signed-off-by: treacker <emshabalin@yandex.ru>

* Made backward compatibility

Signed-off-by: treacker <emshabalin@yandex.ru>

* Update Jenkinsfile

Signed-off-by: treacker <emshabalin@yandex.ru>

* Update tacotron.yaml

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* cleaned up TN/ ITN doc (#4119)

* cleaned up TN/ ITN doc

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix typo

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>
Signed-off-by: treacker <emshabalin@yandex.ru>

* Check implicit grad acc in GLUE dataset building (#4123)

* Check implicit grad acc in GLUE dataset building

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix jenkins test for GLUE/XNLI

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Fixed jenkins

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>

* Multiprocess improvements (#4127)

* initial commit

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* start fix

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* improve multiprocessing speed while creating speaker dataset

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* updated scp to filelist

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* notebooks' link, typo and import  fix  (#4158)

* redo missing pr 4007

Signed-off-by: fayejf <fayejf07@gmail.com>

* remove extremely unreliable links

Signed-off-by: fayejf <fayejf07@gmail.com>

* update speaker docs (#4164)

* update speaker docs

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* chunks -> segments

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* Khz -> kHz

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* small fix (#4180)

Signed-off-by: fayejf <fayejf07@gmail.com>

* fix the server key value problem (#4196)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Fix/punctuation/trainer required for setting test data (#4199)

* Draft of fix

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Add warnings and replace globa_step with current_epoch

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Small improvements to warnings

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Error and warning messages improvements

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Replace self.trainer with self._trainer

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Update ContextNet version (#4207)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* fix bugs for dialogue tutorial (#4211)

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* Dialogue tutorial fix (#4214)

* fix bugs for dialogue tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update path for convert_datasets.py due to conflict PR

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* Add docs for Thutmose Tagger (#4173)

* Add docs for Thutmose Tagger

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

* add level in docs

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

* delete folder to avoid error with running when folder exists from previous run

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>
Co-authored-by: ekmb <ebakhturina@nvidia.com>

* Dialogue tutorial fix (#4218)

* fix bugs for dialogue tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update path for convert_datasets.py due to conflict PR

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* restore previously deleted files

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* style fix

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* Dialogue tutorial fix (#4221)

* fix bugs for dialogue tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update path for convert_datasets.py due to conflict PR

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* restore previously deleted files

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* style fix

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* fix syntax error in ipynb-file (#4228)

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>

* fix json serialize (#4235)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Prompt Learning Typo Fixes (#4238)

* Prompt tuning notebook typo fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Update tutorials.rst

* Update prompt_learning.rst

* Update prompt_learning.rst

* fixing bug 3642622 (#4250)

* fixing bug 3642622

Signed-off-by: Ghasem Pasandi <gpasandi@nvidia.com>

* fixing bug 3642622

Signed-off-by: Ghasem Pasandi <gpasandi@nvidia.com>

Co-authored-by: Ghasem Pasandi <gpasandi@nvidia.com>

* fix broken link in the tutorial (#4257)

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>

* Typo fix, branch change, better download messagae (#4262)

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Raise error if bicleaner is not installed in NMT Data preprocesing notebook (#4264)

* Raise error if bicleaner is not installed

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Clear cells

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix missing validation dataset, whitelist certain keywords for datasets (#4269)

* Fix missing validation dataset, whitelist certain keywords for datasets

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix missing validation dataset, whitelist certain keywords for datasets

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update asr configs with num_workers and pin_memory (#4270)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix epoch end (#4265)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Eric Harper <complex451@gmail.com>

* Set Save on train end to false (#4274)

* Set Save on train end to false

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Update prompt_learning.rst

* Update prompt_learning.rst

* Update YAML (#4261)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Updated config to fix CI test OOM error (#4279)

* Updated config to fix CI test issue

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Increased num workers

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* verbose k2 install, skip if failed (#4289)

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>

* Changed total virtual prompt tokens (#4295)

* Changed total virtual prompt tokens

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* put number of workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* upper bound lightning

Signed-off-by: ericharper <complex451@gmail.com>

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* update config

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate test

Signed-off-by: ericharper <complex451@gmail.com>

* fix tn test cases

Signed-off-by: ericharper <complex451@gmail.com>

* add another safe.directory

Signed-off-by: ericharper <complex451@gmail.com>

* typo

Signed-off-by: ericharper <complex451@gmail.com>

Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: PeganovAnton <peganoff2@mail.ru>
Co-authored-by: treacker <36159472+treacker@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Co-authored-by: bene-ges <61418381+bene-ges@users.noreply.github.com>
Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>
Co-authored-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Ghasem <35242805+pasandi20@users.noreply.github.com>
Co-authored-by: Ghasem Pasandi <gpasandi@nvidia.com>
Co-authored-by: Aleksandr Laptev <laptevsasha12@gmail.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [TTS] Training Fastpitch on German text and phonemes and finetuning HiFi-GAN on predicted mels (#4266)

* initial commit

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* cleared notebook outputs

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* formatting errors

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* formatting

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* addressed comments

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* addressed comments on tutorial

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* updated tutorial

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* updated grammar and fastpitch description

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* updated with feedback

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* updated with feedback

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>

* removed unused imports

Signed-off-by: Akshit Arora <akshit.arora@colorado.edu>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Speedup the speech commands dataset processing script (#4347)

* Add multiprocessing support to the google speech commands dataset processing script

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* fix number of args error with __extract_all_files function

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* fix styling issues

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* fix bugs with silence set construction and update librosa output write to use soundfile write

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* add docstrings and return values in __construct_filepaths as dictionary

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix wrong requirement (#4349)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Refactored path to manifest (#4251)

Signed-off-by: Evgeniy Shabalin <baah1999@yandex.ru>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* IPA support for TTS (#4310)

* IPA tokenizer and G2P untested draft

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Add IPA CMUdict and new heteronyms list

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Add draft FastPitch IPA config

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Minor bugfixes for IPA training

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Add phoneme_probability to IPA G2P

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Updates to IPA FastPitch training config

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Update IPA dict and heteronyms file

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Adjust default lr for IPA FastPitch to 1e-3

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Rename IPA CMUdict to reflect date

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Add docstrings for IPA tokenizer and G2P, update CMUdict path for config

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Fix IPA vocab ordering, add options to uppercase graphemes and remove stress symbols

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Mark IPA classes as experimental

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>

* Update apostrophe-S cases

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Tn install (#4055)

* remove conda pynini requirement

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* remove remnants

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* merge with main

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* removing nlp collection dependency from text processing and thus breaking cyclyc imports

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix wrong requirement

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix bug in vi

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* update jenkins folders

Signed-off-by: ekmb <ebakhturina@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: ekmb <ebakhturina@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix tutorial (#4352)

Signed-off-by: stevehuang52 <heh@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* fix the post ln (#4350)

Signed-off-by: Yi Dong <yidong@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Fix] Hanging for Fully Randomized Bucketing (#4348)

* Update container to 22.05 (#4329)

* update container to 22.05

Signed-off-by: ericharper <complex451@gmail.com>

* try adding safe directory

Signed-off-by: ericharper <complex451@gmail.com>

* try env var

Signed-off-by: ericharper <complex451@gmail.com>

* printenv

Signed-off-by: ericharper <complex451@gmail.com>

* try GIT_BRANCH

Signed-off-by: ericharper <complex451@gmail.com>

* typo

Signed-off-by: ericharper <complex451@gmail.com>

* remove dbug statements

Signed-off-by: ericharper <complex451@gmail.com>
Signed-off-by: stevehuang52 <heh@nvidia.com>

* Merge r1.9.0 main (#4331)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* update package info

Signed-off-by: ericharper <complex451@gmail.com>

* cleaned up TN/ ITN doc (#4119)

* cleaned up TN/ ITN doc

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix typo

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* Draft: Fix restoring from checkpoint for case when `model.common_dataset_parameters.label_vocab_dir` is provided (#4136)

* Fix restoring from checkpoint with label vocab dir

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Add tests for various ways to pass label ids to model

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix typo

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix typo

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Do not create tmp directory

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix parameter name

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* finish cherry-pick op

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Fix labels errors

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Remove duplicate stage

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Change target branch

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* fix doc (#4146)

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* Tacotron2 retrain (#4103)

* fix yaml

Signed-off-by: treacker <emshabalin@yandex.ru>

* Fix for new TTSDataset class

Signed-off-by: treacker <emshabalin@yandex.ru>

* added wandb logging

Signed-off-by: treacker <emshabalin@yandex.ru>

* added wandb logging

Signed-off-by: treacker <emshabalin@yandex.ru>

* fix numpy version

Signed-off-by: treacker <emshabalin@yandex.ru>

* fix numpy version

Signed-off-by: treacker <emshabalin@yandex.ru>

* inference fix

Signed-off-by: treacker <emshabalin@yandex.ru>

* removed old code

Signed-off-by: treacker <emshabalin@yandex.ru>

* updated parser logic

Signed-off-by: treacker <emshabalin@yandex.ru>

* reverted version update

Signed-off-by: treacker <emshabalin@yandex.ru>

* refactored parser logic

Signed-off-by: treacker <emshabalin@yandex.ru>

* Updated Jenkinsfile

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactored tutorial for Tacotron2

Signed-off-by: treacker <emshabalin@yandex.ru>

* Made backward compatibility

Signed-off-by: treacker <emshabalin@yandex.ru>

* Made backward compatibility

Signed-off-by: treacker <emshabalin@yandex.ru>

* Update Jenkinsfile

Signed-off-by: treacker <emshabalin@yandex.ru>

* Update tacotron.yaml

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* cleaned up TN/ ITN doc (#4119)

* cleaned up TN/ ITN doc

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix typo

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>

* fix image

Signed-off-by: Yang Zhang <yangzhang@nvidia.com>
Signed-off-by: treacker <emshabalin@yandex.ru>

* Check implicit grad acc in GLUE dataset building (#4123)

* Check implicit grad acc in GLUE dataset building

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix jenkins test for GLUE/XNLI

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Fixed jenkins

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

* Refactoring

Signed-off-by: treacker <emshabalin@yandex.ru>

Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>

* Multiprocess improvements (#4127)

* initial commit

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* start fix

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* improve multiprocessing speed while creating speaker dataset

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* updated scp to filelist

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* notebooks' link, typo and import  fix  (#4158)

* redo missing pr 4007

Signed-off-by: fayejf <fayejf07@gmail.com>

* remove extremely unreliable links

Signed-off-by: fayejf <fayejf07@gmail.com>

* update speaker docs (#4164)

* update speaker docs

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* chunks -> segments

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* Khz -> kHz

Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>

* small fix (#4180)

Signed-off-by: fayejf <fayejf07@gmail.com>

* fix the server key value problem (#4196)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Fix/punctuation/trainer required for setting test data (#4199)

* Draft of fix

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Add warnings and replace globa_step with current_epoch

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Small improvements to warnings

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Error and warning messages improvements

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Replace self.trainer with self._trainer

Signed-off-by: PeganovAnton <peganoff2@mail.ru>

* Update ContextNet version (#4207)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* fix bugs for dialogue tutorial (#4211)

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* Dialogue tutorial fix (#4214)

* fix bugs for dialogue tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update path for convert_datasets.py due to conflict PR

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* Add docs for Thutmose Tagger (#4173)

* Add docs for Thutmose Tagger

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

* add level in docs

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

* delete folder to avoid error with running when folder exists from previous run

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>
Co-authored-by: ekmb <ebakhturina@nvidia.com>

* Dialogue tutorial fix (#4218)

* fix bugs for dialogue tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update path for convert_datasets.py due to conflict PR

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* restore previously deleted files

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* style fix

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* Dialogue tutorial fix (#4221)

* fix bugs for dialogue tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update path for convert_datasets.py due to conflict PR

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* restore previously deleted files

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* style fix

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* update tutorial

Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com>

* fix syntax error in ipynb-file (#4228)

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>

* fix json serialize (#4235)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Prompt Learning Typo Fixes (#4238)

* Prompt tuning notebook typo fixes

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Update tutorials.rst

* Update prompt_learning.rst

* Update prompt_learning.rst

* fixing bug 3642622 (#4250)

* fixing bug 3642622

Signed-off-by: Ghasem Pasandi <gpasandi@nvidia.com>

* fixing bug 3642622

Signed-off-by: Ghasem Pasandi <gpasandi@nvidia.com>

Co-authored-by: Ghasem Pasandi <gpasandi@nvidia.com>

* fix broken link in the tutorial (#4257)

Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com>

Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>

* Typo fix, branch change, better download messagae (#4262)

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Raise error if bicleaner is not installed in NMT Data preprocesing notebook (#4264)

* Raise error if bicleaner is not installed

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Clear cells

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix missing validation dataset, whitelist certain keywords for datasets (#4269)

* Fix missing validation dataset, whitelist certain keywords for datasets

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix missing validation dataset, whitelist certain keywords for datasets

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update asr configs with num_workers and pin_memory (#4270)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix epoch end (#4265)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Eric Harper <complex451@gmail.com>

* Set Save on train end to false (#4274)

* Set Save on train end to false

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Update prompt_learning.rst

* Update prompt_learning.rst

* Update YAML (#4261)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Updated config to fix CI test OOM error (#4279)

* Updated config to fix CI test issue

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Increased num workers

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* verbose k2 install, skip if failed (#4289)

Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>

Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>

* Changed total virtual prompt tokens (#4295)

* Changed total virtual prompt tokens

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* put number of workers back

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* upper bound lightning

Signed-off-by: ericharper <complex451@gmail.com>

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* update config

Signed-off-by: ericharper <complex451@gmail.com>

* remove duplicate test

Signed-off-by: ericharper <complex451@gmail.com>

* fix tn test cases

Signed-off-by: ericharper <complex451@gmail.com>

* add another safe.directory

Signed-off-by: ericharper <complex451@gmail.com>

* typo

Signed-off-by: ericharper <complex451@gmail.com>

Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: PeganovAnton <peganoff2@mail.ru>
Co-authored-by: treacker <36159472+treacker@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Co-authored-by: bene-ges <61418381+bene-ges@users.noreply.github.com>
Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>
Co-authored-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Ghasem <35242805+pasandi20@users.noreply.github.com>
Co-authored-by: Ghasem Pasandi <gpasandi@nvidia.com>
Co-authored-by: Aleksandr Laptev <laptevsasha12@gmail.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: stevehuang52 <heh@nvidia.com>

* fix full_randn bucket hang

Signed-off-by: stevehuang52 <heh@nvidia.com>

* remove unused variables

Signed-off-by: stevehuang52 <heh@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>
Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com>
Co-authored-by: PeganovAnton <peganoff2@mail.ru>
Co-authored-by: treacker <36159472+treacker@users.noreply.github.com>
Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca>
Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com>
Co-authored-by: Somshubra Majumdar <titu1994@gmail.com>
Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com>
Co-authored-by: bene-ges <61418381+bene-ges@users.noreply.github.com>
Co-authored-by: Alexandra Antonova <aleksandraa@nvidia.com>
Co-authored-by: ekmb <ebakhturina@nvidia.com>
Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com>
Co-authored-by: Ghasem <35242805+pasandi20@users.noreply.github.com>
Co-authored-by: Ghasem Pasandi <gpasandi@nvidia.com>
Co-authored-by: Aleksandr Laptev <laptevsasha12@gmail.com>
Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Bits of RADTTS support (#4343)

* Bits of RADTTS support

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Fixed args mismatch

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Style

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* Addressed review comments

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

* More review comments

Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Prompt Learning Pipeline Parallel (#4291)

* Added get_forward_output_and_loss_func and updated train/val steps

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added preprocess flag before prompt table/encoder access

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Made two optimizer groups, one for frozen, one for soft prompt

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Pipeline parallel working

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Still figuring out setting lr/sched for one param group

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Set betas to zero

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Only unfreeze one sublayer with lr 0.0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Pipeline parallel working w/ one optimizer

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Trying to fix Jenkins file

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Trying to fix Jenkins file

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Getting updated jenkins test to work

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Getting updated jenkins test to work

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* added prompt learning tp and pp CI tests

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added amp_o2 model compatibility

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Made CI test smaller

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Still trying to get Jenkins to work

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Still trying to get Jenkins to work

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Temporarily moving prompt learning CI test to beginning

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Changing the layer being unfrozen

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* debug jenkins

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Move pp unfreeze to init

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Try to make Jenkins test parallel

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Fix python formatting

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Moved prompt learning tests back to where they belong

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* add back checkpoint convertion CI test

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Revert "add back checkpoint convertion CI test"

This reverts commit 61e2ffcdefe964c8e74b74d8c10906ae29f32b6d.

* Add back checkpoint conversion test

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Setting requires grad to True everywhere

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Updated config comments and simplified param group code

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added comment on frozen_model having lr=0.0

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Added configure optimizers methods

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Set amp_o2 to false

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* removed o2 code

Signed-off-by: Virginia Adams <vadams@nvidia.com>

* Python formatting fix

Signed-off-by: Virginia Adams <vadams@nvidia.com>

Co-authored-by: Eric Harper <complex451@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* auto switch conformer encoder adapter in_features (#4354)

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Dataloader, collector, loss and metric for multiscale diarization decoder  (#4187)

* First commit

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Checked funtionality and imports

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fixed import issues

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Removed the changed made by mistake

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Fixed LGTM errors 001

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Fixed LGTM and style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Changed docstrings

Signed-off-by: Taejin Park <tango4j@gmail.com>

* LGTM again

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Removed unnecessary torch setting lines

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Style fix and isort

Signed-off-by: Taejin Park <tango4j@gmail.com>

* jbalam-nv comments reflected

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Reflected comments and created _diar_label.py

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Typo fix and style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Fixed target_spks[0] index error

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* LGTM unused import IterDataset

Signed-off-by: Taejin Park <tango4j@gmail.com>

* revert collection doc year

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Code format error in collections.py

Signed-off-by: Taejin Park <tango4j@gmail.com>

* fix collections space format error

Signed-off-by: Taejin Park <tango4j@gmail.com>

* merged main correctly

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix

Signed-off-by: Taejin Park <tango4j@gmail.com>

* Reflected all comments and tested

Signed-off-by: Taejin Park <tango4j@gmail.com>

* style fix and LGTM

Signed-off-by: Taejin Park <tango4j@gmail.com>

* rttm_filepath to rttm_file and removed self included funcs, tested

Signed-off-by: Taejin Park <tango4j@gmail.com>

Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add ASR CTC Decoding module (#4342)

* Initial commit

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Full support for decoding strategy

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Temp

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix labels of y_sequence

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Set support for sentencepiece subword merging

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix char and word based token merge alignment

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Revert incorrect change

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update docstring

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Improve compatibility with greedy tokens and log probs

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Update scripts to use decoding strategy

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Add tests and docs

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Add tests and docs

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix speaker decoder timestamps

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix speaker decoder timestamps

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix decoding of ctc models

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Address reviewer comments

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Address reviewer comments

Signed-off-by: smajumdar <smajumdar@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Option to disable mp in VAD via num_workers=1 (#4317)

* Option to disable mp in VAD via num_workers=1

In certain environments python multiprocessing can deadlock. This adds a convenient version to disable by setting num_workers to 1.

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

* add none handling

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

* additional none handling

Signed-off-by: Georg Kucsko <gkucsko@gmail.com>

Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* remove redundant bias expand (#4382)

* remove redundant bias expand

Signed-off-by: Xiaowei Ren <xren@nvidia.com>

* delete redundant code

Signed-off-by: Xiaowei Ren <xren@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Add option for specifying wandb save_dir from config (#4379)

* give option to user to specify wandb save dir via config

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* create save_dir directory for wandb logger if not exists

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>

* update save_dir get method with a default value

Signed-off-by: Shantanu Acharya <shantanua@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Quick wav2vec fix. In-place operation adding convolutional positions to encoder was overwriting leaf history. Wasn't caught on previous torch versions. (#4383)

Signed-off-by: tbartley94 <tbartley@nvidia.com>

Co-authored-by: tbartley94 <tbartley@nvidia.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* [Bugfix][TTS] wrong order of returned tuple for general_collate_fn. (#4388)

Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* Merge r1.10.0 main (#4398)

* update branch

Signed-off-by: ericharper <complex451@gmail.com>

* Set headscale false (#4364)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Add wandb as dependency (#4365)

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Raise trainer error (#4356)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Set headscale false (#4364) (#4366)

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Finetuning changes for BART (#4003)

* Temp

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Checkpoint converter to nemo for bart

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Make position embedding expansion specific to a batch to avoid checkpoint size mismatches (#4357)

* Style

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

* Fix logging warning

Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>

Co-authored-by: Micha Livne <michalivne@users.noreply.github.com>

* Fix electronic bug, new time ITN rule (#4355)

* fix electronic bug

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* add new itn time rule

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* revert domain changes

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* remove repetition

Signed-off-by: ekmb <ebakhturina@nvidia.com>

* Correct support for dataclasses in default module dim (#4372)

* Correct support for dataclasses in default module dim

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* Fix path for save of results

Signed-off-by: smajumdar <smajumdar@nvidia.com>

* fix pad id bug (#4377)

Signed-off-by: Yi Dong <yidong@nvidia.com>

* Question answering bug fix (#4381)

* refactor dialogue state tracking for modelling/dataset interoperability

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style changes

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix typo

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* fix style raised by lgtm

Signed-off-by: Zhilin Wang <zhilinw@nvidia.com>

* 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

…
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3 participants