-
Notifications
You must be signed in to change notification settings - Fork 2.5k
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
Hybrid conformer export #6983
Merged
Merged
Hybrid conformer export #6983
Conversation
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
Includes #6978 |
borisfom
force-pushed
the
hybrid-conformer-export
branch
from
July 6, 2023 00:54
b468bdb
to
7a5e750
Compare
titu1994
reviewed
Jul 6, 2023
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
Overall looks great ! Will try it once before approving
VahidooX
previously approved these changes
Jul 6, 2023
Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
titu1994
previously approved these changes
Jul 6, 2023
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
Thanks !
8 tasks
Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
VahidooX
approved these changes
Jul 6, 2023
github-actions bot
pushed a commit
that referenced
this pull request
Jul 7, 2023
* Implemented generic kv-pair setting of export_config from args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid conformer export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid decoder export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Changed from **kwargs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docstring Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docs added Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Stringify args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Added docs for ASR export configs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * lowercase ctc Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
titu1994
pushed a commit
that referenced
this pull request
Jul 7, 2023
* Implemented generic kv-pair setting of export_config from args * Hybrid conformer export * Hybrid decoder export * Cleanup * Changed from **kwargs * Docstring * Docs added * Stringify args * Added docs for ASR export configs * lowercase ctc --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> Co-authored-by: Boris Fomitchev <borisfom@users.noreply.github.com>
gshennvm
pushed a commit
that referenced
this pull request
Jul 12, 2023
* Implemented generic kv-pair setting of export_config from args * Hybrid conformer export * Hybrid decoder export * Cleanup * Changed from **kwargs * Docstring * Docs added * Stringify args * Added docs for ASR export configs * lowercase ctc --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> Co-authored-by: Boris Fomitchev <borisfom@users.noreply.github.com> Signed-off-by: Gerald Shen <geshen@nvidia.com>
gshennvm
pushed a commit
that referenced
this pull request
Jul 12, 2023
* Implemented generic kv-pair setting of export_config from args * Hybrid conformer export * Hybrid decoder export * Cleanup * Changed from **kwargs * Docstring * Docs added * Stringify args * Added docs for ASR export configs * lowercase ctc --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> Co-authored-by: Boris Fomitchev <borisfom@users.noreply.github.com> Signed-off-by: Gerald Shen <geshen@nvidia.com>
ericharper
added a commit
that referenced
this pull request
Jul 13, 2023
* Add end_strings to SamplingParams Signed-off-by: Gerald Shen <geshen@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Gerald Shen <geshen@nvidia.com> * Add end_strings to megatron_gpt_inference.yaml Signed-off-by: Gerald Shen <geshen@nvidia.com> * Add end_strings to sampling params Signed-off-by: Gerald Shen <geshen@nvidia.com> * Remove extra_id_1 from default end_strings Signed-off-by: Gerald Shen <geshen@nvidia.com> * Fix require_grad typos (#6930) Signed-off-by: Sergii Dymchenko <sdym@fb.com> Signed-off-by: Gerald Shen <geshen@nvidia.com> * fix syntax error Signed-off-by: Gerald Shen <geshen@nvidia.com> * fix the mpt chatbot (#6957) (#6968) Signed-off-by: Yi Dong <yidong@nvidia.com> Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com> Signed-off-by: Gerald Shen <geshen@nvidia.com> * add support for max_total_length=4096 for 43b (#6763) * add support for max_total_length=4096 for 43b Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Gerald Shen <geshen@nvidia.com> * rnnt_greedy_decoding.py: typos? auto-repressively -> auto-regressively (#6989) Signed-off-by: Vadim Kantorov <vadimkantorov@gmail.com> Signed-off-by: Gerald Shen <geshen@nvidia.com> * Cache handling without input tensors mutation (#6980) (#6996) * Cache handling without input tensors mutation * Cleanup * Cleanup#2 * Cleanup#3 --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> Co-authored-by: Boris Fomitchev <borisfom@users.noreply.github.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: Gerald Shen <geshen@nvidia.com> * Hybrid conformer export (#6983) (#6995) * Implemented generic kv-pair setting of export_config from args * Hybrid conformer export * Hybrid decoder export * Cleanup * Changed from **kwargs * Docstring * Docs added * Stringify args * Added docs for ASR export configs * lowercase ctc --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> Co-authored-by: Boris Fomitchev <borisfom@users.noreply.github.com> Signed-off-by: Gerald Shen <geshen@nvidia.com> * Fixing an issue with confidence ensembles (#6987) (#7004) * Bug fix for the confidence ensembles * Relax constraints for the test --------- Signed-off-by: Igor Gitman <igitman@nvidia.com> Co-authored-by: Igor Gitman <igitman@nvidia.com> Signed-off-by: Gerald Shen <geshen@nvidia.com> * [TTS] Add cosine distance option to TTS aligner (#6806) * [TTS] Add cosine distance option to TTS aligner Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Update aligner comments Signed-off-by: Ryan <rlangman@nvidia.com> --------- Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: Gerald Shen <geshen@nvidia.com> * Minor MPT-7B fixes and creation script update (#6982) * Initial commit of minor MPT-7B fixes Signed-off-by: Daniel Egert <degert@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Daniel Egert <degert@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Gerald Shen <geshen@nvidia.com> * Change Jenkins timeout (#6997) * change timeout Signed-off-by: ericharper <complex451@gmail.com> * change to 8 hours Signed-off-by: ericharper <complex451@gmail.com> --------- Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: Gerald Shen <geshen@nvidia.com> * remove hard coded input and output fields (#7008) * remove hard coded input and output fields Signed-off-by: arendu <adithya.r@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Gerald Shen <geshen@nvidia.com> * RoPE length extrapolation with interpolation (#7005) * Push changes Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fixes Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * add continue training script Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * [WIP] nonlinear interp Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fix Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * override encoder_seq_len Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Remove nonlinear Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * sft with pi (#7006) * sft with pi Signed-off-by: Evelina <ebakhturina@nvidia.com> * update values only if not None" Signed-off-by: Evelina <ebakhturina@nvidia.com> --------- Signed-off-by: Evelina <ebakhturina@nvidia.com> * Address comments Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add info Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Empty Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> --------- Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Evelina <ebakhturina@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com> Signed-off-by: Gerald Shen <geshen@nvidia.com> * use proper config Signed-off-by: Gerald Shen <geshen@nvidia.com> * Add end_strings to SamplingParams Signed-off-by: Gerald Shen <geshen@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Gerald Shen <geshen@nvidia.com> * Add end_strings to megatron_gpt_inference.yaml Signed-off-by: Gerald Shen <geshen@nvidia.com> * Add end_strings to sampling params Signed-off-by: Gerald Shen <geshen@nvidia.com> * Remove extra_id_1 from default end_strings Signed-off-by: Gerald Shen <geshen@nvidia.com> * fix syntax error Signed-off-by: Gerald Shen <geshen@nvidia.com> * use proper config Signed-off-by: Gerald Shen <geshen@nvidia.com> --------- Signed-off-by: Gerald Shen <geshen@nvidia.com> Signed-off-by: Sergii Dymchenko <sdym@fb.com> Signed-off-by: Yi Dong <yidong@nvidia.com> Signed-off-by: Zhilin Wang <wangzhilin12061996@hotmail.com> Signed-off-by: Vadim Kantorov <vadimkantorov@gmail.com> Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> Signed-off-by: Igor Gitman <igitman@nvidia.com> Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: Daniel Egert <degert@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Evelina <ebakhturina@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Sergii Dymchenko <kit1980@gmail.com> Co-authored-by: Gerald Shen <geshen@nvidia.com> Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@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: Vadim Kantorov <vadimkantorov@gmail.com> Co-authored-by: Boris Fomitchev <borisfom@users.noreply.github.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: Igor Gitman <igitman@nvidia.com> Co-authored-by: Ryan Langman <rlangman@nvidia.com> Co-authored-by: trias702 <25867060+trias702@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Adi Renduchintala <adithyare@nvidia.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com>
zhehuaichen
pushed a commit
to zhehuaichen/NeMo
that referenced
this pull request
Oct 4, 2023
* Implemented generic kv-pair setting of export_config from args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid conformer export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid decoder export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Changed from **kwargs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docstring Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docs added Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Stringify args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Added docs for ASR export configs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * lowercase ctc Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
zhehuaichen
pushed a commit
to zhehuaichen/NeMo
that referenced
this pull request
Oct 4, 2023
* Implemented generic kv-pair setting of export_config from args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid conformer export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid decoder export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Changed from **kwargs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docstring Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docs added Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Stringify args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Added docs for ASR export configs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * lowercase ctc Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
zhehuaichen
added a commit
to zhehuaichen/NeMo
that referenced
this pull request
Oct 4, 2023
* update package info Signed-off-by: ericharper <complex451@gmail.com> * fix the mpt chatbot (#6957) Signed-off-by: Yi Dong <yidong@nvidia.com> * Remove `compute_on_step` from metrics (#6979) * Remove `compute_on_step` from metrics Signed-off-by: smajumdar <titu1994@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove confusing log message Signed-off-by: smajumdar <titu1994@gmail.com> * Update tests Signed-off-by: smajumdar <titu1994@gmail.com> --------- Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Hybrid conformer export (#6983) * Implemented generic kv-pair setting of export_config from args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid conformer export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid decoder export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Changed from **kwargs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docstring Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docs added Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Stringify args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Added docs for ASR export configs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * lowercase ctc Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cache handling without input tensors mutation (#6980) * Cache handling without input tensors mutation Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup#2 Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup#3 Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> * fixes for spellmapper (#6994) Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> * Fixing an issue with confidence ensembles (#6987) * Bug fix for the confidence ensembles Signed-off-by: Igor Gitman <igitman@nvidia.com> * Relax constraints for the test Signed-off-by: Igor Gitman <igitman@nvidia.com> --------- Signed-off-by: Igor Gitman <igitman@nvidia.com> * [TTS] Append pretrained FastPitch & SpectrogamEnhancer pair to available models (#7012) * [TTS] fastpitch: add english libritts model with asr stft parameters (25 ms 10 ms) Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] enhancer: add pretrained model intended for asr finetuning Signed-off-by: Roman Korostik <rkorostik@nvidia.com> --------- Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * Add ASR with TTS Tutorial. Fix enhancer usage. (#6955) * Add ASR with TTS Tutorial * Fix enhancer usage Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * install_bs (#7019) Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * fix tab text gen (#7022) Signed-off-by: Yi Dong <yidong@nvidia.com> * TE bug fix (#7027) Signed-off-by: Dmytro Pykhtar <dpykhtar@nvidia.com> * Add support for Numba FP16 RNNT Loss (#6991) (#7038) * Force working space memory to always be in fp32 Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for fp16 testing in Numba Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for fp16 testing in Numba Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for fp16 testing in Numba Signed-off-by: smajumdar <titu1994@gmail.com> * Fix cost calculation by upcasting to fp32 Signed-off-by: smajumdar <titu1994@gmail.com> * Fix cost calculation by upcasting to fp32 Signed-off-by: smajumdar <titu1994@gmail.com> * Add support to check if numba fp16 is available Signed-off-by: smajumdar <titu1994@gmail.com> * add RNN-T loss implemented by PyTorch and test code (#5312) * Fix the bugs in cache-aware streaming Conformer (#5032) Signed-off-by: Vahid <vnoroozi@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * IA3 support for GPT and T5 (#4909) * init commit for ia3 adater training in GPT Signed-off-by: arendu <adithya.r@gmail.com> * ia3 adater training in GPT, models and adapter classes Signed-off-by: arendu <adithya.r@gmail.com> * reshape to operate even on non-contiguous tensors Signed-off-by: arendu <adithya.r@gmail.com> * configs Signed-off-by: arendu <adithya.r@gmail.com> * fixed none init Signed-off-by: arendu <adithya.r@gmail.com> * adding adapter and ia3 support for T5 based models Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * config update and t5 model adapter and ia3 Signed-off-by: arendu <adithya.r@gmail.com> * removed unused imports Signed-off-by: arendu <adithya.r@gmail.com> * predict step for inference Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * adapter inference for t5 Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * fixed bug micro and global batch size in eval Signed-off-by: arendu <adithya.r@gmail.com> * minor edit Signed-off-by: arendu <adithya.r@gmail.com> * agressive truncation if in test examples if no truncation field is given Signed-off-by: arendu <adithya.r@gmail.com> * corrected for language_model_path name changes in main Signed-off-by: arendu <adithya.r@gmail.com> * removed unused import Signed-off-by: arendu <adithya.r@gmail.com> * name change for language_model_path Signed-off-by: arendu <adithya.r@gmail.com> * include inter_attention to IA3 Signed-off-by: arendu <adithya.r@gmail.com> * minor fix in confg Signed-off-by: arendu <adithya.r@gmail.com> * minor fixes Signed-off-by: arendu <adithya.r@gmail.com> * removed unused flag Signed-off-by: arendu <adithya.r@gmail.com> * addressing PR comments Signed-off-by: arendu <adithya.r@gmail.com> * address PR comments Signed-off-by: arendu <adithya.r@gmail.com> * minor fix Signed-off-by: arendu <adithya.r@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * style fix Signed-off-by: arendu <adithya.r@gmail.com> * CI test Signed-off-by: arendu <adithya.r@gmail.com> * minor fix in jenkinsfile Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Bug fix - Limit val batches set to 1.0 (#5023) * Bug fix Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Adressed sandeep's comments * Fixing limit val batches support in bert * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fixing limit val batches support in bert * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [bug_fix] kv_channels is used when available (#5066) * fix bug s.t kv_channels is used when available Signed-off-by: arendu <adithya.r@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * P&C Docs (#5068) (#5069) Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Co-authored-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add spe_split_by_unicode_script arg (#5072) * Add spe_split_by_unicode_script arg Signed-off-by: Anas <aabouallaban@pm.me> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Anas <aabouallaban@pm.me> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * probabilites -> probabilities (#5078) (#5079) Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * increase PR and Issue sweep quantity and active close PRs. (#5073) * increase PR and Issue sweep quantity and active close PRs. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] added missing German phoneme tokenizer. (#5070) (#5074) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * rename to match prompt leanring (#5076) Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061) * Fixes to seq2seq eval Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Style Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Notebook bug fixes (#5084) (#5085) * Notebook bug fixes Signed-off-by: Virginia Adams <vadams@nvidia.com> * Turned nemo install back on Signed-off-by: Virginia Adams <vadams@nvidia.com> * reverted notebook Signed-off-by: Virginia Adams <vadams@nvidia.com> * Updated one line in entity linking nb Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Virginia Adams <vadams@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Virginia Adams <vadams@nvidia.com> Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * update strategy in notebook from ddp_fork to dp (#5088) (#5089) Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix bug in Squeezeformer Conv block (#5011) (#5024) * Fix bug in Squeezeformer Conv block Signed-off-by: smajumdar <smajumdar@nvidia.com> * Fix kernel context Signed-off-by: smajumdar <smajumdar@nvidia.com> * Fix access mixin Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * fixed megatron lm conversion bug (PTL related) (#5038) (#5063) Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com> Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com> Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com> Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com> Co-authored-by: David <amosalla@asu.edu> Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) (#5094) Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix numba (#5098) Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Make it possible to specify output_filename in normalize_with_audio.py (#5092) Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Greedy decoding confidence for CTC and RNNT (#4931) * rnnt confidence draft Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * word confidence Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * advanced entropies added Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * refactoring Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * oops forgot a file Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * metrics and benchmarking script added Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * style fix Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * texterrors installation added Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * lgtm and bug fix Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * fix comments Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * fix typos Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * add missing import after rebase Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [Add] SLURP models and examples (#4668) * add model, util and loss Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * refactor annd update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update and refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * update and refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * update and refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update docs Signed-off-by: stevehuang52 <heh@nvidia.com> * update available models Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * refactor data processing Signed-off-by: stevehuang52 <heh@nvidia.com> * fix typo Signed-off-by: stevehuang52 <heh@nvidia.com> * update docs Signed-off-by: stevehuang52 <heh@nvidia.com> * refactor and update Signed-off-by: stevehuang52 <heh@nvidia.com> * update doc Signed-off-by: stevehuang52 <heh@nvidia.com> * move transformer to asr.modules Signed-off-by: stevehuang52 <heh@nvidia.com> * move transformer to asr.modules Signed-off-by: stevehuang52 <heh@nvidia.com> * get rid of jsonlines Signed-off-by: stevehuang52 <heh@nvidia.com> * refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * revert changes to nlp Signed-off-by: stevehuang52 <heh@nvidia.com> Signed-off-by: stevehuang52 <heh@nvidia.com> Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Co-authored-by: Jagadeesh Balam <4916480+jbalam-nv@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * only optimize params that are part of the adapter modules (#5086) Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Pipeline Parallel T5 Prompt Learning (#4956) * Added pre process flag checks and pipeline parallel in fwd Signed-off-by: Virginia Adams <vadams@nvidia.com> * Added rank check for pipeline parallel Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * T5 prompt learning works! Signed-off-by: Virginia Adams <vadams@nvidia.com> * IA3 passing CI Signed-off-by: Virginia Adams <vadams@nvidia.com> * Fixed typo Signed-off-by: Virginia Adams <vadams@nvidia.com> * removed optimizer setup so Adi's change will not conflict Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com> Co-authored-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] remove phonemizer.py (#5090) remove phonemizer.py and convert code block to markdown in the tutorial. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * T5 Decoding with PP > 2 fix (#5091) (#5103) * set sequence lenghts in the pipeline properly Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fix Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] fixed wrong val loss for epoch 0 and inconsistent metrics names (#5087) (#5102) * fixed hifigan configs as well * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix and refactor consumed samples save/restore for Megatron models. (#5077) * Fixes and refactor Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fix Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Remove unused imports Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Empty Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fix Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * RIR corpus generator tool (#4927) Signed-off-by: Ante Jukić <ajukic@nvidia.com> Signed-off-by: Ante Jukić <ajukic@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Multiprocessing fix (#5106) (#5107) Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Co-authored-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [Bug fix] PC lexical + audio (#5109) (#5110) * training running Signed-off-by: ekmb <ebakhturina@nvidia.com> * revert Signed-off-by: ekmb <ebakhturina@nvidia.com> * revert Signed-off-by: ekmb <ebakhturina@nvidia.com> Signed-off-by: ekmb <ebakhturina@nvidia.com> Signed-off-by: ekmb <ebakhturina@nvidia.com> Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [Fix] schedulers with no max_steps param (#4564) * fix schedulers Signed-off-by: stevehuang52 <heh@nvidia.com> * update to use python inspect module Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> Signed-off-by: stevehuang52 <heh@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * T5 prompt learning fixes missing from r.11.0 merge (#5075) (#5101) * Fix special tokens Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fix Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Empty Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: David <amosalla@asu.edu> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Co-authored-by: David <amosalla@asu.edu> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] Add NeMo TTS Primer Tutorial (#4933) * [TTS] Add NeMo TTS Primer Tutorial Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add Squeezeformer CTC model checkpoints on Librispeech (#5121) Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * adding loss normalization options to rnnt joint (#4829) * adding normalization options to rnnt joint loss * moving the param to joint * moving loss normalization to rnnt loss config * style * cleaning up * fixing sum reduction in joint Signed-off-by: Dima Rekesh <drekesh@nvidia.com> * moving reduction into RNNT loss class * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * refactoring * typos Signed-off-by: Dima Rekesh <drekesh@nvidia.com> Signed-off-by: Dima Rekesh <drekesh@nvidia.com> Co-authored-by: Dima Rekesh <drekesh@nvidia.com> Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Asr concat dataloader (#5108) * forced precision * typo * initial commit Signed-off-by: Dima Rekesh <bmwshop@gmail.com> * typos and bugs Signed-off-by: Dima Rekesh <drekesh@nvidia.com> * reverting conformer encoder Signed-off-by: Dima Rekesh <drekesh@nvidia.com> * additional checks Signed-off-by: Dima Rekesh <bmwshop@gmail.com> * adding support to CTC models as well * reverting conformer_encoder Signed-off-by: Dima Rekesh <bmwshop@gmail.com> * typo Signed-off-by: Dima Rekesh <bmwshop@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * refactoring Signed-off-by: Dima Rekesh <bmwshop@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * refactoring Signed-off-by: Dima Rekesh <drekesh@nvidia.com> * merging Signed-off-by: Dima Rekesh <drekesh@nvidia.com> Signed-off-by: Dima Rekesh <bmwshop@gmail.com> Signed-off-by: Dima Rekesh <drekesh@nvidia.com> Co-authored-by: Dima Rekesh <drekesh@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * fix blossom ci unittests Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * bugfix: pybtex.database.InvalidNameString: Too many commas in author field. (#5112) (#5115) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Uppdate container version to 22.09 (#5105) * update container version Signed-off-by: ericharper <complex451@gmail.com> * pin click Signed-off-by: ericharper <complex451@gmail.com> * pin click 8.0.2 Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Remove unsupported arguments from MegatronNMT (#5065) * Fixes Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fixes Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Style Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fix Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * More fixes Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * pp2 support for T5 IA3 learning and T5 Adapters learning (#5116) * enabling pp2 Signed-off-by: arendu <adithya.r@gmail.com> * optimizer update Signed-off-by: arendu <adithya.r@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * T5 pp>1 support for adapters and ia3 Signed-off-by: arendu <adithya.r@gmail.com> * fix bug with missing adapter_tuning Signed-off-by: arendu <adithya.r@gmail.com> * inference error fixed, pp=2 Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * T5 Prompt Learning Fixes for Pipeline Parallel (#5120) * Initial fixes Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Added back validation acc Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Put num workers back Signed-off-by: Virginia Adams <vadams@nvidia.com> * added relative encoding if statament Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com> * Added back val loss only validation Signed-off-by: Virginia Adams <vadams@nvidia.com> * Revert "Added back val loss only validation" This reverts commit 86d8f4806fe30335c40c3716ce18259939df500f. * Removed val acc for PP > 1 Signed-off-by: Virginia Adams <vadams@nvidia.com> * Removed enc_seq_len if statement Signed-off-by: Virginia Adams <vadams@nvidia.com> * Added back validation acc calc Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com> Co-authored-by: Virginia Adams <vadams@nvidia.com> Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Virginia Adams <vadams@selene-login-01.nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * add doc info (#4721) Signed-off-by: Yang Zhang <yangzhang@nvidia.com> Signed-off-by: Yang Zhang <yangzhang@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] Add SpanishCharsTokenizer (#5135) * [TTS] Add SpanishCharsTokenizer Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Update megatron interface to dialogue (#4936) * fix style formatting Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update template to include description of intent Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * changes based on requests in review Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add compatibility with assistant dataset Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove dialogue_state_tracking Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update huggingface utils for dialogue Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * rename dialogue_state_tracking_hybrid to dialogue_state_tracking_sgdqa Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix nemo/collections/nlp/models/dialogue_state_tracking_sgdqa/__init__.py Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile for SGDGEN Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile for SGDGEN Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile for SGDGEN Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile for SGDGEN Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile for SGDGEN Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix typo Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add docstrings for assistant data processsor Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins for SGDGEN local checkpoint Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * use local vocab file for Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * patch for Jenkins CI using local file Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add slot filling prediction and metrics Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused code Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * refactor metrics code out of Dialogue GPT Model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate backward compatible support for IntentSlotClassificationModel (bert model) Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * save prediction file for IntentSlotClassification Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue gpt model training for megatron gpt Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove batch generate for HF GPT2, which causes lower performance Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add few shot capability to dialogue gpt model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile and remove unused import Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update code description and clarity Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address PR comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate compatibility with ZeroShotIntentModel Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * rename folder to dialogue due to increased scope and further refactor for clarity Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * added dialogue GPT for sequence generation task (e.g. answer extender) Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add CI test for DialogueGPTGenerationModel Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate DialogueS2SGenerationModel for generation task (e.g. answer extender) Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * modify huggingface utils to support HF t5/BART models Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused imports Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update bleu metric Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix bleu metric style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * debug bleu metric Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * debug bleu metric Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update based on PR #3893 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update 2 based on PR #3893 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update 3 based on PR #3893 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate sgd generation based on user user utterance and system slot-values to generate system utterance Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add validation model saving capabilities Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * cleaned up code for SGD Based Answer extender Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Dialogue Generation CI Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix Jenkins CI issue" Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add support for design dataset Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unnecessary imports Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * support megatron for dialogue_s2s_generation_model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * reduce loaded samples in MSMarcoDataProcessor to 64 when cfg.model.dataset.debug_mode=True Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update CI Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update checkpoint and predictions filename to include epoch number Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate HF BART MNLI into zero shot intent model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate Dialogue Nearest Neighbour Model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * refactor Dialogue SGD Data Processor to make interface for models cleaner Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Dialogue S2S Generation model for DialogueSGDDataProcessor interface Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * support sgd and drive thru datasets by zero shot model and nearest neighbour model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add prediction saving code to nearest neighbour and zero shot intent models Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix typo in sgd data processor Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate Dialogue Mellon QA Data Processor Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update mellon qa Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue.py to remove outdated info Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue_config.yaml Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue_config.yaml Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add dialogue docs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address review comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix for cfg Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * make dependency on apex optional Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * change NLPDDPluggin calling logic to make it possible to run without apex Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add first draft of tutorial Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * reduce ms marco size by removing lines without wellFormedAnswers Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address pr comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update colab tutorial link in dialogue docs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * include unit test and some refactor to facilitate unit test Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address pr issues Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove typos in dialogue tutorial Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * support larger files for question answering Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unnecessary artifacts to reduce memory use Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * put 0 tensor to device Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update link within dialogue tutorial Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * restore previously delete files Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error handling when loss = nan Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update nan handling Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update spanning loss func Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update spanning loss Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix type error raised in qa_dataset.py Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add error checking message Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert back to float32 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert back to float32 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update exp logging Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update loading of large file from pickle to json Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update loading of large file from pickle to json Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * limit number of negative samples Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert post processing Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert post processing Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused methods and style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add more documentation Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused imports Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * changes base on PR review Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * set wandb logger falseby default Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update interface with megatron gpt prompt learning Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update inline documentation Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update prompt_ids Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msg Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update config Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update config Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * set inference = False for dialgue prompt learning during trainng Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * set inference = False for dialgue prompt learning during trainng Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused code Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update config yaml Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix bug for megatron gpt prompt learning Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused import Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address comments in PR Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address comments in PR Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address typo Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add megatron t5 inference Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix bug due to bert tokenizer not being space-aware Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update IntentSlotModel onnx export test Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update exportable Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address PR comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * improve speed of rank_candidates and support for p tuning Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue.py Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix megatron prompt learning saving bug Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update generate_candidate method Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove repeated init text ids and invert attention masks Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update typo Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * custom collate fn to remove excess padding in batch Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update complete method to mitigate issue when max seq len is low Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address pr comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update generation interface Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> Co-authored-by: Zhilin Wang <zhilinw@nvidia.com> Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com> Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Added save inference ready .nemo file with every checkpoint (#5055) * Added save inference ready .nemo file with every checkpoint Signed-off-by: Virginia Adams <vadams@nvidia.com> * Python style fix Signed-off-by: Virginia Adams <vadams@nvidia.com> * addressed Adi's comment Signed-off-by: Virginia Adams <vadams@nvidia.com> * Added ptuning check in model checkpoint saving Signed-off-by: Virginia Adams <vadams@nvidia.com> * Changed save_nemo_on_valdaition default to False Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Changes global batch size of adapter CI Signed-off-by: Virginia Adams <vadams@nvidia.com> * Changed num workers to 0 Signed-off-by: Virginia Adams <vadams@nvidia.com> * added first stage of pipeline check Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118) * Remove ; from jupyter notebook cells Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix typos in documentation/code Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix output message to have 'or equal' Signed-off-by: Igor Gitman <igitman@nvidia.com> * Link formatting fixes Signed-off-by: Igor Gitman <igitman@nvidia.com> * Add error if max_utts is used in tarred datasets Signed-off-by: Igor Gitman <igitman@nvidia.com> * Remove max_utts parameter from tarred datasets Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix max_utts removal in tests Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix typo if -> is Signed-off-by: Igor Gitman <igitman@nvidia.com> Signed-off-by: Igor Gitman <igitman@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Merge r1.12.0 main (#5139) * update branch Signed-off-by: ericharper <complex451@gmail.com> * Add cherry-pick action (#4958) * add cherry-pick action Signed-off-by: ericharper <complex451@gmail.com> * Pin Transformers version to fix CI (#4955) * Pin transformers version in CI to prevent offline tokenizer loading error Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop version Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Enable offline Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> * upper bound transformers Signed-off-by: ericharper <complex451@gmail.com> * remove duplicate transformers requirement Signed-off-by: ericharper <complex451@gmail.com> * Release SOTA Lang ID model (#5080) * add pretrained lang id model ambernet Signed-off-by: fayejf <fayejf07@gmail.com> * update doc and style fix Signed-off-by: fayejf <fayejf07@gmail.com> Signed-off-by: fayejf <fayejf07@gmail.com> * update branch and package info Signed-off-by: ericharper <complex451@gmail.com> * remove upper bounds on lightning and transformers Signed-off-by: ericharper <complex451@gmail.com> * remove transformers offline from ci Signed-off-by: ericharper <complex451@gmail.com> * upper bound transformers Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: fayejf <fayejf07@gmail.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Added ASR model comparison to SDE (#5043) SDE: Added ASR model comparison tool to SDE transcribe speech: Added support for many predictions in one file, as well as custom field names Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * fix nmt eval sampler (#5154) Signed-off-by: Abhinav Khattar <aklife97@gmail.com> Signed-off-by: Abhinav Khattar <aklife97@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix Global init steps (#5143) * move global step to base Signed-off-by: Yi Dong <yidong@nvidia.com> * fix fused softmax Signed-off-by: Yi Dong <yidong@nvidia.com> * add the missing file Signed-off-by: Yi Dong <yidong@nvidia.com> * update the fused kernel Signed-off-by: Yi Dong <doyend@gmail.com> * fix import error Signed-off-by: Yi Dong <doyend@gmail.com> * fix import again Signed-off-by: Yi Dong <yidong@nvidia.com> Signed-off-by: Yi Dong <yidong@nvidia.com> Signed-off-by: Yi Dong <doyend@gmail.com> Co-authored-by: Yi Dong <doyend@gmail.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518) * bug fix - sample rate was being ignored in vocoder dataset when not loading mel * handled n segments for a different sampling rate than original sampling rate * Added case for n_segments 0, warning for n_segments greater than file length Signed-off-by: Paarth Neekhara <paarth.n@gmail.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Jocelyn <jocelynh@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add EMA support to NeMo (#4764) * Added Base files Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Some refactors, swap to using MNIST Lnet Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add a few more tests, allow the callback to be set via the exp manager Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Actually run validation for testing Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Run isort Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add test for saving state/fix saving state Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Use dummy model Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix test Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add copyright Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Support saving separate EMA weight module Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add standalone functionality/logging Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Expose more parameters Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Modify to allow option to replace validation Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add jenkins test, formatting Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Pin Transformers version to fix CI (#4955) * Pin transformers version in CI to prevent offline tokenizer loading error Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop version Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Enable offline Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add cherry-pick action (#4958) (#4961) * add cherry-pick action Signed-off-by: ericharper <complex451@gmail.com> * Pin Transformers version to fix CI (#4955) * Pin transformers version in CI to prevent offline tokenizer loading error Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop version Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Enable offline Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix changelog builder (#4962) (#4963) Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * fix cherry pick workflow (#4964) (#4965) Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * reorder model check (#4959) (#4967) Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * check for active conda environment (#4970) (#4971) Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Checkpoint averaging class fix (#4946) * 1. Added args.class_path to provide it externally. Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> * 1. Fixed style. Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add ability to give seperate datasets for test, train and validation (#4798) * Add ability to give seperate datasets for test, train and validation * Addressed Sandeeps comments * Addressed Sandeeps comments * Add ability to give seperate datasets for test, train and validation * Add ability to give seperate datasets for test, train and validation * Addressed review comments * Bug fix for common dataset utils * Add CI tests Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * Reformat code Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * Bug fix Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * Bug fix * Bug Fix * Bug Fix * Update Jenkinsfile * Addressed comments * Addressed Eriks comments. * Addressed Sandeep * Update Jenkinsfile * Update Jenkinsfile * Update dataset_utils.py * Update Jenkinsfile * Update Jenkinsfile * Use GPT CI config Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * fix label models restoring issue from wrighted cross entropy (#4968) (#4975) Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add simple pre-commit file (#4983) * Add simple pre-commit file Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Exclude docs folder Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Revert "[pre-commit.ci] auto fixes from pre-commit.com hooks" This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb. Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951) Signed-off-by: Jin Li <liji@nvidia.com> Signed-off-by: Jin Li <liji@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Adding speaker embedding conditioning in fastpitch (#4986) Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com> Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix ASR issues (#4984) (#4991) * Fix ASR issues Signed-off-by: smajumdar <smajumdar@nvidia.com> * Revert fix Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix current tests Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * More test coverage Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Address reviews Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Address review Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop bf16 test Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Address review Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * remove print Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add bf16 Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Jin Li <liji@nvidia.com> Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com> Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Micha Livne <michalivne@users.noreply.github.com> Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com> Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com> Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix BF16 test (#5162) Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix errors in speaker diarization nemo docs (#5153) * fix docs and docstrings for MSDD Signed-off-by: Taejin Park <tango4j@gmail.com> * fix nemo docs errors Signed-off-by: Taejin Park <tango4j@gmail.com> * reflected review comments Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add interleaved pipeline schedule to GPT (#5025) * add virtual pipeline size to config Signed-off-by: ericharper <complex451@gmail.com> * convert model to list of modules Signed-off-by: ericharper <complex451@gmail.com> * convert model to list of modules Signed-off-by: ericharper <complex451@gmail.com> * convert model to list of modules Signed-off-by: ericharper <complex451@gmail.com> * update for list of modules Signed-off-by: ericharper <complex451@gmail.com> * add virtual to init Signed-off-by: ericharper <complex451@gmail.com> * update first last stage embedding all reduce Signed-off-by: ericharper <complex451@gmail.com> * update sequence parallel all reduce for virtual models Signed-off-by: ericharper <complex451@gmail.com> * runs but we get an error Signed-off-by: ericharper <complex451@gmail.com> * set virtual rank 0 after looping Signed-off-by: ericharper <complex451@gmail.com> * account for virtual when determinining first and last pipeline stages Signed-off-by: ericharper <complex451@gmail.com> * checkpointing for virtual models in progress Signed-off-by: ericharper <complex451@gmail.com> * add checkpoint hooks Signed-off-by: ericharper <complex451@gmail.com> * working on validation when resuming Signed-off-by: ericharper <complex451@gmail.com> * skip sanity val steps by default in config Signed-off-by: ericharper <complex451@gmail.com> * remove comment Signed-off-by: ericharper <complex451@gmail.com> * log number of params Signed-off-by: ericharper <complex451@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * style Signed-off-by: ericharper <complex451@gmail.com> * check if self.model is a list Signed-off-by: ericharper <complex451@gmail.com> * make virtual pipeline default size None on init Signed-off-by: ericharper <complex451@gmail.com> * make virtual pipeline default to None in config Signed-off-by: ericharper <complex451@gmail.com> * remove ensure_divisibility call Signed-off-by: ericharper <complex451@gmail.com> * fix lgtm alerts Signed-off-by: ericharper <complex451@gmail.com> * remove num_sanity_val_steps from config Signed-off-by: ericharper <com…
zhehuaichen
pushed a commit
to zhehuaichen/NeMo
that referenced
this pull request
Oct 4, 2023
* Implemented generic kv-pair setting of export_config from args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid conformer export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid decoder export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Changed from **kwargs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docstring Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docs added Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Stringify args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Added docs for ASR export configs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * lowercase ctc Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
zhehuaichen
pushed a commit
to zhehuaichen/NeMo
that referenced
this pull request
Oct 4, 2023
* Implemented generic kv-pair setting of export_config from args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid conformer export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid decoder export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Changed from **kwargs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docstring Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docs added Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Stringify args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Added docs for ASR export configs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * lowercase ctc Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com>
zhehuaichen
pushed a commit
to zhehuaichen/NeMo
that referenced
this pull request
Oct 4, 2023
* Implemented generic kv-pair setting of export_config from args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid conformer export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid decoder export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Changed from **kwargs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docstring Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docs added Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Stringify args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Added docs for ASR export configs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * lowercase ctc Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com>
titu1994
added a commit
that referenced
this pull request
May 11, 2024
* update package info Signed-off-by: ericharper <complex451@gmail.com> * fix the mpt chatbot (#6957) Signed-off-by: Yi Dong <yidong@nvidia.com> * Remove `compute_on_step` from metrics (#6979) * Remove `compute_on_step` from metrics Signed-off-by: smajumdar <titu1994@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove confusing log message Signed-off-by: smajumdar <titu1994@gmail.com> * Update tests Signed-off-by: smajumdar <titu1994@gmail.com> --------- Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Hybrid conformer export (#6983) * Implemented generic kv-pair setting of export_config from args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid conformer export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid decoder export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Changed from **kwargs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docstring Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docs added Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Stringify args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Added docs for ASR export configs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * lowercase ctc Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cache handling without input tensors mutation (#6980) * Cache handling without input tensors mutation Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup#2 Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup#3 Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> * fixes for spellmapper (#6994) Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> * Fixing an issue with confidence ensembles (#6987) * Bug fix for the confidence ensembles Signed-off-by: Igor Gitman <igitman@nvidia.com> * Relax constraints for the test Signed-off-by: Igor Gitman <igitman@nvidia.com> --------- Signed-off-by: Igor Gitman <igitman@nvidia.com> * [TTS] Append pretrained FastPitch & SpectrogamEnhancer pair to available models (#7012) * [TTS] fastpitch: add english libritts model with asr stft parameters (25 ms 10 ms) Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] enhancer: add pretrained model intended for asr finetuning Signed-off-by: Roman Korostik <rkorostik@nvidia.com> --------- Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * Add ASR with TTS Tutorial. Fix enhancer usage. (#6955) * Add ASR with TTS Tutorial * Fix enhancer usage Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * install_bs (#7019) Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * fix tab text gen (#7022) Signed-off-by: Yi Dong <yidong@nvidia.com> * TE bug fix (#7027) Signed-off-by: Dmytro Pykhtar <dpykhtar@nvidia.com> * Add support for Numba FP16 RNNT Loss (#6991) (#7038) * Force working space memory to always be in fp32 Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for fp16 testing in Numba Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for fp16 testing in Numba Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for fp16 testing in Numba Signed-off-by: smajumdar <titu1994@gmail.com> * Fix cost calculation by upcasting to fp32 Signed-off-by: smajumdar <titu1994@gmail.com> * Fix cost calculation by upcasting to fp32 Signed-off-by: smajumdar <titu1994@gmail.com> * Add support to check if numba fp16 is available Signed-off-by: smajumdar <titu1994@gmail.com> * add RNN-T loss implemented by PyTorch and test code (#5312) * Fix the bugs in cache-aware streaming Conformer (#5032) Signed-off-by: Vahid <vnoroozi@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * IA3 support for GPT and T5 (#4909) * init commit for ia3 adater training in GPT Signed-off-by: arendu <adithya.r@gmail.com> * ia3 adater training in GPT, models and adapter classes Signed-off-by: arendu <adithya.r@gmail.com> * reshape to operate even on non-contiguous tensors Signed-off-by: arendu <adithya.r@gmail.com> * configs Signed-off-by: arendu <adithya.r@gmail.com> * fixed none init Signed-off-by: arendu <adithya.r@gmail.com> * adding adapter and ia3 support for T5 based models Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * config update and t5 model adapter and ia3 Signed-off-by: arendu <adithya.r@gmail.com> * removed unused imports Signed-off-by: arendu <adithya.r@gmail.com> * predict step for inference Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * adapter inference for t5 Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * fixed bug micro and global batch size in eval Signed-off-by: arendu <adithya.r@gmail.com> * minor edit Signed-off-by: arendu <adithya.r@gmail.com> * agressive truncation if in test examples if no truncation field is given Signed-off-by: arendu <adithya.r@gmail.com> * corrected for language_model_path name changes in main Signed-off-by: arendu <adithya.r@gmail.com> * removed unused import Signed-off-by: arendu <adithya.r@gmail.com> * name change for language_model_path Signed-off-by: arendu <adithya.r@gmail.com> * include inter_attention to IA3 Signed-off-by: arendu <adithya.r@gmail.com> * minor fix in confg Signed-off-by: arendu <adithya.r@gmail.com> * minor fixes Signed-off-by: arendu <adithya.r@gmail.com> * removed unused flag Signed-off-by: arendu <adithya.r@gmail.com> * addressing PR comments Signed-off-by: arendu <adithya.r@gmail.com> * address PR comments Signed-off-by: arendu <adithya.r@gmail.com> * minor fix Signed-off-by: arendu <adithya.r@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * style fix Signed-off-by: arendu <adithya.r@gmail.com> * CI test Signed-off-by: arendu <adithya.r@gmail.com> * minor fix in jenkinsfile Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Bug fix - Limit val batches set to 1.0 (#5023) * Bug fix Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Adressed sandeep's comments * Fixing limit val batches support in bert * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fixing limit val batches support in bert * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [bug_fix] kv_channels is used when available (#5066) * fix bug s.t kv_channels is used when available Signed-off-by: arendu <adithya.r@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * P&C Docs (#5068) (#5069) Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Co-authored-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add spe_split_by_unicode_script arg (#5072) * Add spe_split_by_unicode_script arg Signed-off-by: Anas <aabouallaban@pm.me> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Anas <aabouallaban@pm.me> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * probabilites -> probabilities (#5078) (#5079) Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * increase PR and Issue sweep quantity and active close PRs. (#5073) * increase PR and Issue sweep quantity and active close PRs. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] added missing German phoneme tokenizer. (#5070) (#5074) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * rename to match prompt leanring (#5076) Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061) * Fixes to seq2seq eval Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Style Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Notebook bug fixes (#5084) (#5085) * Notebook bug fixes Signed-off-by: Virginia Adams <vadams@nvidia.com> * Turned nemo install back on Signed-off-by: Virginia Adams <vadams@nvidia.com> * reverted notebook Signed-off-by: Virginia Adams <vadams@nvidia.com> * Updated one line in entity linking nb Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Virginia Adams <vadams@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Virginia Adams <vadams@nvidia.com> Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * update strategy in notebook from ddp_fork to dp (#5088) (#5089) Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix bug in Squeezeformer Conv block (#5011) (#5024) * Fix bug in Squeezeformer Conv block Signed-off-by: smajumdar <smajumdar@nvidia.com> * Fix kernel context Signed-off-by: smajumdar <smajumdar@nvidia.com> * Fix access mixin Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * fixed megatron lm conversion bug (PTL related) (#5038) (#5063) Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com> Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com> Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com> Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com> Co-authored-by: David <amosalla@asu.edu> Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) (#5094) Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix numba (#5098) Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Make it possible to specify output_filename in normalize_with_audio.py (#5092) Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Greedy decoding confidence for CTC and RNNT (#4931) * rnnt confidence draft Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * word confidence Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * advanced entropies added Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * refactoring Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * oops forgot a file Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * metrics and benchmarking script added Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * style fix Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * texterrors installation added Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * lgtm and bug fix Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * fix comments Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * fix typos Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * add missing import after rebase Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [Add] SLURP models and examples (#4668) * add model, util and loss Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * refactor annd update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update and refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * update and refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * update and refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update docs Signed-off-by: stevehuang52 <heh@nvidia.com> * update available models Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * refactor data processing Signed-off-by: stevehuang52 <heh@nvidia.com> * fix typo Signed-off-by: stevehuang52 <heh@nvidia.com> * update docs Signed-off-by: stevehuang52 <heh@nvidia.com> * refactor and update Signed-off-by: stevehuang52 <heh@nvidia.com> * update doc Signed-off-by: stevehuang52 <heh@nvidia.com> * move transformer to asr.modules Signed-off-by: stevehuang52 <heh@nvidia.com> * move transformer to asr.modules Signed-off-by: stevehuang52 <heh@nvidia.com> * get rid of jsonlines Signed-off-by: stevehuang52 <heh@nvidia.com> * refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * revert changes to nlp Signed-off-by: stevehuang52 <heh@nvidia.com> Signed-off-by: stevehuang52 <heh@nvidia.com> Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Co-authored-by: Jagadeesh Balam <4916480+jbalam-nv@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * only optimize params that are part of the adapter modules (#5086) Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Pipeline Parallel T5 Prompt Learning (#4956) * Added pre process flag checks and pipeline parallel in fwd Signed-off-by: Virginia Adams <vadams@nvidia.com> * Added rank check for pipeline parallel Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * T5 prompt learning works! Signed-off-by: Virginia Adams <vadams@nvidia.com> * IA3 passing CI Signed-off-by: Virginia Adams <vadams@nvidia.com> * Fixed typo Signed-off-by: Virginia Adams <vadams@nvidia.com> * removed optimizer setup so Adi's change will not conflict Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com> Co-authored-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] remove phonemizer.py (#5090) remove phonemizer.py and convert code block to markdown in the tutorial. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * T5 Decoding with PP > 2 fix (#5091) (#5103) * set sequence lenghts in the pipeline properly Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fix Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] fixed wrong val loss for epoch 0 and inconsistent metrics names (#5087) (#5102) * fixed hifigan configs as well * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix and refactor consumed samples save/restore for Megatron models. (#5077) * Fixes and refactor Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fix Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Remove unused imports Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Empty Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fix Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * RIR corpus generator tool (#4927) Signed-off-by: Ante Jukić <ajukic@nvidia.com> Signed-off-by: Ante Jukić <ajukic@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Multiprocessing fix (#5106) (#5107) Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Co-authored-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [Bug fix] PC lexical + audio (#5109) (#5110) * training running Signed-off-by: ekmb <ebakhturina@nvidia.com> * revert Signed-off-by: ekmb <ebakhturina@nvidia.com> * revert Signed-off-by: ekmb <ebakhturina@nvidia.com> Signed-off-by: ekmb <ebakhturina@nvidia.com> Signed-off-by: ekmb <ebakhturina@nvidia.com> Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [Fix] schedulers with no max_steps param (#4564) * fix schedulers Signed-off-by: stevehuang52 <heh@nvidia.com> * update to use python inspect module Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> Signed-off-by: stevehuang52 <heh@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * T5 prompt learning fixes missing from r.11.0 merge (#5075) (#5101) * Fix special tokens Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fix Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Empty Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: David <amosalla@asu.edu> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Co-authored-by: David <amosalla@asu.edu> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] Add NeMo TTS Primer Tutorial (#4933) * [TTS] Add NeMo TTS Primer Tutorial Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add Squeezeformer CTC model checkpoints on Librispeech (#5121) Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * adding loss normalization options to rnnt joint (#4829) * adding normalization options to rnnt joint loss * moving the param to joint * moving loss normalization to rnnt loss config * style * cleaning up * fixing sum reduction in joint Signed-off-by: Dima Rekesh <drekesh@nvidia.com> * moving reduction into RNNT loss class * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * refactoring * typos Signed-off-by: Dima Rekesh <drekesh@nvidia.com> Signed-off-by: Dima Rekesh <drekesh@nvidia.com> Co-authored-by: Dima Rekesh <drekesh@nvidia.com> Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Asr concat dataloader (#5108) * forced precision * typo * initial commit Signed-off-by: Dima Rekesh <bmwshop@gmail.com> * typos and bugs Signed-off-by: Dima Rekesh <drekesh@nvidia.com> * reverting conformer encoder Signed-off-by: Dima Rekesh <drekesh@nvidia.com> * additional checks Signed-off-by: Dima Rekesh <bmwshop@gmail.com> * adding support to CTC models as well * reverting conformer_encoder Signed-off-by: Dima Rekesh <bmwshop@gmail.com> * typo Signed-off-by: Dima Rekesh <bmwshop@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * refactoring Signed-off-by: Dima Rekesh <bmwshop@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * refactoring Signed-off-by: Dima Rekesh <drekesh@nvidia.com> * merging Signed-off-by: Dima Rekesh <drekesh@nvidia.com> Signed-off-by: Dima Rekesh <bmwshop@gmail.com> Signed-off-by: Dima Rekesh <drekesh@nvidia.com> Co-authored-by: Dima Rekesh <drekesh@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * fix blossom ci unittests Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * bugfix: pybtex.database.InvalidNameString: Too many commas in author field. (#5112) (#5115) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Uppdate container version to 22.09 (#5105) * update container version Signed-off-by: ericharper <complex451@gmail.com> * pin click Signed-off-by: ericharper <complex451@gmail.com> * pin click 8.0.2 Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Remove unsupported arguments from MegatronNMT (#5065) * Fixes Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fixes Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Style Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fix Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * More fixes Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * pp2 support for T5 IA3 learning and T5 Adapters learning (#5116) * enabling pp2 Signed-off-by: arendu <adithya.r@gmail.com> * optimizer update Signed-off-by: arendu <adithya.r@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * T5 pp>1 support for adapters and ia3 Signed-off-by: arendu <adithya.r@gmail.com> * fix bug with missing adapter_tuning Signed-off-by: arendu <adithya.r@gmail.com> * inference error fixed, pp=2 Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * T5 Prompt Learning Fixes for Pipeline Parallel (#5120) * Initial fixes Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Added back validation acc Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Put num workers back Signed-off-by: Virginia Adams <vadams@nvidia.com> * added relative encoding if statament Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com> * Added back val loss only validation Signed-off-by: Virginia Adams <vadams@nvidia.com> * Revert "Added back val loss only validation" This reverts commit 86d8f4806fe30335c40c3716ce18259939df500f. * Removed val acc for PP > 1 Signed-off-by: Virginia Adams <vadams@nvidia.com> * Removed enc_seq_len if statement Signed-off-by: Virginia Adams <vadams@nvidia.com> * Added back validation acc calc Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com> Co-authored-by: Virginia Adams <vadams@nvidia.com> Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Virginia Adams <vadams@selene-login-01.nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * add doc info (#4721) Signed-off-by: Yang Zhang <yangzhang@nvidia.com> Signed-off-by: Yang Zhang <yangzhang@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] Add SpanishCharsTokenizer (#5135) * [TTS] Add SpanishCharsTokenizer Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Update megatron interface to dialogue (#4936) * fix style formatting Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update template to include description of intent Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * changes based on requests in review Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add compatibility with assistant dataset Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove dialogue_state_tracking Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update huggingface utils for dialogue Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * rename dialogue_state_tracking_hybrid to dialogue_state_tracking_sgdqa Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix nemo/collections/nlp/models/dialogue_state_tracking_sgdqa/__init__.py Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile for SGDGEN Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile for SGDGEN Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile for SGDGEN Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile for SGDGEN Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile for SGDGEN Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix typo Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add docstrings for assistant data processsor Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins for SGDGEN local checkpoint Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * use local vocab file for Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * patch for Jenkins CI using local file Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add slot filling prediction and metrics Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused code Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * refactor metrics code out of Dialogue GPT Model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate backward compatible support for IntentSlotClassificationModel (bert model) Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * save prediction file for IntentSlotClassification Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue gpt model training for megatron gpt Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove batch generate for HF GPT2, which causes lower performance Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add few shot capability to dialogue gpt model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile and remove unused import Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update code description and clarity Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address PR comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate compatibility with ZeroShotIntentModel Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * rename folder to dialogue due to increased scope and further refactor for clarity Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * added dialogue GPT for sequence generation task (e.g. answer extender) Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add CI test for DialogueGPTGenerationModel Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate DialogueS2SGenerationModel for generation task (e.g. answer extender) Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * modify huggingface utils to support HF t5/BART models Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused imports Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update bleu metric Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix bleu metric style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * debug bleu metric Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * debug bleu metric Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update based on PR #3893 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update 2 based on PR #3893 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update 3 based on PR #3893 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate sgd generation based on user user utterance and system slot-values to generate system utterance Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add validation model saving capabilities Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * cleaned up code for SGD Based Answer extender Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Dialogue Generation CI Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix Jenkins CI issue" Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add support for design dataset Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unnecessary imports Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * support megatron for dialogue_s2s_generation_model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * reduce loaded samples in MSMarcoDataProcessor to 64 when cfg.model.dataset.debug_mode=True Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update CI Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update checkpoint and predictions filename to include epoch number Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate HF BART MNLI into zero shot intent model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate Dialogue Nearest Neighbour Model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * refactor Dialogue SGD Data Processor to make interface for models cleaner Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Dialogue S2S Generation model for DialogueSGDDataProcessor interface Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * support sgd and drive thru datasets by zero shot model and nearest neighbour model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add prediction saving code to nearest neighbour and zero shot intent models Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix typo in sgd data processor Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate Dialogue Mellon QA Data Processor Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update mellon qa Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue.py to remove outdated info Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue_config.yaml Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue_config.yaml Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add dialogue docs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address review comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix for cfg Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * make dependency on apex optional Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * change NLPDDPluggin calling logic to make it possible to run without apex Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add first draft of tutorial Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * reduce ms marco size by removing lines without wellFormedAnswers Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address pr comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update colab tutorial link in dialogue docs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * include unit test and some refactor to facilitate unit test Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address pr issues Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove typos in dialogue tutorial Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * support larger files for question answering Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unnecessary artifacts to reduce memory use Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * put 0 tensor to device Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update link within dialogue tutorial Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * restore previously delete files Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error handling when loss = nan Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update nan handling Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update spanning loss func Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update spanning loss Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix type error raised in qa_dataset.py Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add error checking message Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert back to float32 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert back to float32 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update exp logging Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update loading of large file from pickle to json Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update loading of large file from pickle to json Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * limit number of negative samples Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert post processing Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert post processing Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused methods and style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add more documentation Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused imports Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * changes base on PR review Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * set wandb logger falseby default Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update interface with megatron gpt prompt learning Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update inline documentation Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update prompt_ids Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msg Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update config Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update config Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * set inference = False for dialgue prompt learning during trainng Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * set inference = False for dialgue prompt learning during trainng Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused code Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update config yaml Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix bug for megatron gpt prompt learning Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused import Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address comments in PR Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address comments in PR Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address typo Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add megatron t5 inference Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix bug due to bert tokenizer not being space-aware Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update IntentSlotModel onnx export test Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update exportable Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address PR comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * improve speed of rank_candidates and support for p tuning Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue.py Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix megatron prompt learning saving bug Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update generate_candidate method Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove repeated init text ids and invert attention masks Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update typo Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * custom collate fn to remove excess padding in batch Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update complete method to mitigate issue when max seq len is low Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address pr comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update generation interface Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> Co-authored-by: Zhilin Wang <zhilinw@nvidia.com> Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com> Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Added save inference ready .nemo file with every checkpoint (#5055) * Added save inference ready .nemo file with every checkpoint Signed-off-by: Virginia Adams <vadams@nvidia.com> * Python style fix Signed-off-by: Virginia Adams <vadams@nvidia.com> * addressed Adi's comment Signed-off-by: Virginia Adams <vadams@nvidia.com> * Added ptuning check in model checkpoint saving Signed-off-by: Virginia Adams <vadams@nvidia.com> * Changed save_nemo_on_valdaition default to False Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Changes global batch size of adapter CI Signed-off-by: Virginia Adams <vadams@nvidia.com> * Changed num workers to 0 Signed-off-by: Virginia Adams <vadams@nvidia.com> * added first stage of pipeline check Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118) * Remove ; from jupyter notebook cells Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix typos in documentation/code Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix output message to have 'or equal' Signed-off-by: Igor Gitman <igitman@nvidia.com> * Link formatting fixes Signed-off-by: Igor Gitman <igitman@nvidia.com> * Add error if max_utts is used in tarred datasets Signed-off-by: Igor Gitman <igitman@nvidia.com> * Remove max_utts parameter from tarred datasets Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix max_utts removal in tests Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix typo if -> is Signed-off-by: Igor Gitman <igitman@nvidia.com> Signed-off-by: Igor Gitman <igitman@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Merge r1.12.0 main (#5139) * update branch Signed-off-by: ericharper <complex451@gmail.com> * Add cherry-pick action (#4958) * add cherry-pick action Signed-off-by: ericharper <complex451@gmail.com> * Pin Transformers version to fix CI (#4955) * Pin transformers version in CI to prevent offline tokenizer loading error Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop version Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Enable offline Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> * upper bound transformers Signed-off-by: ericharper <complex451@gmail.com> * remove duplicate transformers requirement Signed-off-by: ericharper <complex451@gmail.com> * Release SOTA Lang ID model (#5080) * add pretrained lang id model ambernet Signed-off-by: fayejf <fayejf07@gmail.com> * update doc and style fix Signed-off-by: fayejf <fayejf07@gmail.com> Signed-off-by: fayejf <fayejf07@gmail.com> * update branch and package info Signed-off-by: ericharper <complex451@gmail.com> * remove upper bounds on lightning and transformers Signed-off-by: ericharper <complex451@gmail.com> * remove transformers offline from ci Signed-off-by: ericharper <complex451@gmail.com> * upper bound transformers Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: fayejf <fayejf07@gmail.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Added ASR model comparison to SDE (#5043) SDE: Added ASR model comparison tool to SDE transcribe speech: Added support for many predictions in one file, as well as custom field names Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * fix nmt eval sampler (#5154) Signed-off-by: Abhinav Khattar <aklife97@gmail.com> Signed-off-by: Abhinav Khattar <aklife97@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix Global init steps (#5143) * move global step to base Signed-off-by: Yi Dong <yidong@nvidia.com> * fix fused softmax Signed-off-by: Yi Dong <yidong@nvidia.com> * add the missing file Signed-off-by: Yi Dong <yidong@nvidia.com> * update the fused kernel Signed-off-by: Yi Dong <doyend@gmail.com> * fix import error Signed-off-by: Yi Dong <doyend@gmail.com> * fix import again Signed-off-by: Yi Dong <yidong@nvidia.com> Signed-off-by: Yi Dong <yidong@nvidia.com> Signed-off-by: Yi Dong <doyend@gmail.com> Co-authored-by: Yi Dong <doyend@gmail.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518) * bug fix - sample rate was being ignored in vocoder dataset when not loading mel * handled n segments for a different sampling rate than original sampling rate * Added case for n_segments 0, warning for n_segments greater than file length Signed-off-by: Paarth Neekhara <paarth.n@gmail.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Jocelyn <jocelynh@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add EMA support to NeMo (#4764) * Added Base files Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Some refactors, swap to using MNIST Lnet Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add a few more tests, allow the callback to be set via the exp manager Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Actually run validation for testing Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Run isort Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add test for saving state/fix saving state Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Use dummy model Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix test Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add copyright Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Support saving separate EMA weight module Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add standalone functionality/logging Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Expose more parameters Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Modify to allow option to replace validation Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add jenkins test, formatting Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Pin Transformers version to fix CI (#4955) * Pin transformers version in CI to prevent offline tokenizer loading error Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop version Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Enable offline Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add cherry-pick action (#4958) (#4961) * add cherry-pick action Signed-off-by: ericharper <complex451@gmail.com> * Pin Transformers version to fix CI (#4955) * Pin transformers version in CI to prevent offline tokenizer loading error Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop version Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Enable offline Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix changelog builder (#4962) (#4963) Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * fix cherry pick workflow (#4964) (#4965) Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * reorder model check (#4959) (#4967) Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * check for active conda environment (#4970) (#4971) Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Checkpoint averaging class fix (#4946) * 1. Added args.class_path to provide it externally. Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> * 1. Fixed style. Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add ability to give seperate datasets for test, train and validation (#4798) * Add ability to give seperate datasets for test, train and validation * Addressed Sandeeps comments * Addressed Sandeeps comments * Add ability to give seperate datasets for test, train and validation * Add ability to give seperate datasets for test, train and validation * Addressed review comments * Bug fix for common dataset utils * Add CI tests Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * Reformat code Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * Bug fix Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * Bug fix * Bug Fix * Bug Fix * Update Jenkinsfile * Addressed comments * Addressed Eriks comments. * Addressed Sandeep * Update Jenkinsfile * Update Jenkinsfile * Update dataset_utils.py * Update Jenkinsfile * Update Jenkinsfile * Use GPT CI config Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * fix label models restoring issue from wrighted cross entropy (#4968) (#4975) Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add simple pre-commit file (#4983) * Add simple pre-commit file Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Exclude docs folder Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Revert "[pre-commit.ci] auto fixes from pre-commit.com hooks" This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb. Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951) Signed-off-by: Jin Li <liji@nvidia.com> Signed-off-by: Jin Li <liji@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Adding speaker embedding conditioning in fastpitch (#4986) Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com> Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix ASR issues (#4984) (#4991) * Fix ASR issues Signed-off-by: smajumdar <smajumdar@nvidia.com> * Revert fix Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix current tests Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * More test coverage Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Address reviews Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Address review Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop bf16 test Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Address review Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * remove print Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add bf16 Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Jin Li <liji@nvidia.com> Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com> Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Micha Livne <michalivne@users.noreply.github.com> Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com> Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com> Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix BF16 test (#5162) Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix errors in speaker diarization nemo docs (#5153) * fix docs and docstrings for MSDD Signed-off-by: Taejin Park <tango4j@gmail.com> * fix nemo docs errors Signed-off-by: Taejin Park <tango4j@gmail.com> * reflected review comments Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add interleaved pipeline schedule to GPT (#5025) * add virtual pipeline size to config Signed-off-by: ericharper <complex451@gmail.com> * convert model to list of modules Signed-off-by: ericharper <complex451@gmail.com> * convert model to list of modules Signed-off-by: ericharper <complex451@gmail.com> * convert model to list of modules Signed-off-by: ericharper <complex451@gmail.com> * update for list of modules Signed-off-by: ericharper <complex451@gmail.com> * add virtual to init Signed-off-by: ericharper <complex451@gmail.com> * update first last stage embedding all reduce Signed-off-by: ericharper <complex451@gmail.com> * update sequence parallel all reduce for virtual models Signed-off-by: ericharper <complex451@gmail.com> * runs but we get an error Signed-off-by: ericharper <complex451@gmail.com> * set virtual rank 0 after looping Signed-off-by: ericharper <complex451@gmail.com> * account for virtual when determinining first and last pipeline stages Signed-off-by: ericharper <complex451@gmail.com> * checkpointing for virtual models in progress Signed-off-by: ericharper <complex451@gmail.com> * add checkpoint hooks Signed-off-by: ericharper <complex451@gmail.com> * working on validation when resuming Signed-off-by: ericharper <complex451@gmail.com> * skip sanity val steps by default in config Signed-off-by: ericharper <complex451@gmail.com> * remove comment Signed-off-by: ericharper <complex451@gmail.com> * log number of params Signed-off-by: ericharper <complex451@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * style Signed-off-by: ericharper <complex451@gmail.com> * check if self.model is a list Signed-off-by: ericharper <complex451@gmail.com> * make virtual pipeline default size None on init Signed-off-by: ericharper <complex451@gmail.com> * make virtual pipeline default to None in config Signed-off-by: ericharper <complex451@gmail.com> * remove ensure_divisibility call Signed-off-by: ericharper <complex451@gmail.com> * fix lgtm alerts Signed-off-by: ericharper <complex451@gmail.com> * remove num_sanity_val_steps from config Signed-off-by: ericharper <complex451@gmai…
BoxiangW
pushed a commit
to BoxiangW/NeMo
that referenced
this pull request
Jun 5, 2024
* update package info Signed-off-by: ericharper <complex451@gmail.com> * fix the mpt chatbot (#6957) Signed-off-by: Yi Dong <yidong@nvidia.com> * Remove `compute_on_step` from metrics (#6979) * Remove `compute_on_step` from metrics Signed-off-by: smajumdar <titu1994@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove confusing log message Signed-off-by: smajumdar <titu1994@gmail.com> * Update tests Signed-off-by: smajumdar <titu1994@gmail.com> --------- Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Hybrid conformer export (#6983) * Implemented generic kv-pair setting of export_config from args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid conformer export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid decoder export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Changed from **kwargs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docstring Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docs added Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Stringify args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Added docs for ASR export configs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * lowercase ctc Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cache handling without input tensors mutation (#6980) * Cache handling without input tensors mutation Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup#2 Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup#3 Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> * fixes for spellmapper (#6994) Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> * Fixing an issue with confidence ensembles (#6987) * Bug fix for the confidence ensembles Signed-off-by: Igor Gitman <igitman@nvidia.com> * Relax constraints for the test Signed-off-by: Igor Gitman <igitman@nvidia.com> --------- Signed-off-by: Igor Gitman <igitman@nvidia.com> * [TTS] Append pretrained FastPitch & SpectrogamEnhancer pair to available models (#7012) * [TTS] fastpitch: add english libritts model with asr stft parameters (25 ms 10 ms) Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] enhancer: add pretrained model intended for asr finetuning Signed-off-by: Roman Korostik <rkorostik@nvidia.com> --------- Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * Add ASR with TTS Tutorial. Fix enhancer usage. (#6955) * Add ASR with TTS Tutorial * Fix enhancer usage Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * install_bs (#7019) Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * fix tab text gen (#7022) Signed-off-by: Yi Dong <yidong@nvidia.com> * TE bug fix (#7027) Signed-off-by: Dmytro Pykhtar <dpykhtar@nvidia.com> * Add support for Numba FP16 RNNT Loss (#6991) (#7038) * Force working space memory to always be in fp32 Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for fp16 testing in Numba Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for fp16 testing in Numba Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for fp16 testing in Numba Signed-off-by: smajumdar <titu1994@gmail.com> * Fix cost calculation by upcasting to fp32 Signed-off-by: smajumdar <titu1994@gmail.com> * Fix cost calculation by upcasting to fp32 Signed-off-by: smajumdar <titu1994@gmail.com> * Add support to check if numba fp16 is available Signed-off-by: smajumdar <titu1994@gmail.com> * add RNN-T loss implemented by PyTorch and test code (#5312) * Fix the bugs in cache-aware streaming Conformer (#5032) Signed-off-by: Vahid <vnoroozi@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * IA3 support for GPT and T5 (#4909) * init commit for ia3 adater training in GPT Signed-off-by: arendu <adithya.r@gmail.com> * ia3 adater training in GPT, models and adapter classes Signed-off-by: arendu <adithya.r@gmail.com> * reshape to operate even on non-contiguous tensors Signed-off-by: arendu <adithya.r@gmail.com> * configs Signed-off-by: arendu <adithya.r@gmail.com> * fixed none init Signed-off-by: arendu <adithya.r@gmail.com> * adding adapter and ia3 support for T5 based models Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * config update and t5 model adapter and ia3 Signed-off-by: arendu <adithya.r@gmail.com> * removed unused imports Signed-off-by: arendu <adithya.r@gmail.com> * predict step for inference Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * adapter inference for t5 Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * fixed bug micro and global batch size in eval Signed-off-by: arendu <adithya.r@gmail.com> * minor edit Signed-off-by: arendu <adithya.r@gmail.com> * agressive truncation if in test examples if no truncation field is given Signed-off-by: arendu <adithya.r@gmail.com> * corrected for language_model_path name changes in main Signed-off-by: arendu <adithya.r@gmail.com> * removed unused import Signed-off-by: arendu <adithya.r@gmail.com> * name change for language_model_path Signed-off-by: arendu <adithya.r@gmail.com> * include inter_attention to IA3 Signed-off-by: arendu <adithya.r@gmail.com> * minor fix in confg Signed-off-by: arendu <adithya.r@gmail.com> * minor fixes Signed-off-by: arendu <adithya.r@gmail.com> * removed unused flag Signed-off-by: arendu <adithya.r@gmail.com> * addressing PR comments Signed-off-by: arendu <adithya.r@gmail.com> * address PR comments Signed-off-by: arendu <adithya.r@gmail.com> * minor fix Signed-off-by: arendu <adithya.r@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * style fix Signed-off-by: arendu <adithya.r@gmail.com> * CI test Signed-off-by: arendu <adithya.r@gmail.com> * minor fix in jenkinsfile Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Bug fix - Limit val batches set to 1.0 (#5023) * Bug fix Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Adressed sandeep's comments * Fixing limit val batches support in bert * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fixing limit val batches support in bert * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [bug_fix] kv_channels is used when available (#5066) * fix bug s.t kv_channels is used when available Signed-off-by: arendu <adithya.r@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * P&C Docs (#5068) (#5069) Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Co-authored-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add spe_split_by_unicode_script arg (#5072) * Add spe_split_by_unicode_script arg Signed-off-by: Anas <aabouallaban@pm.me> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Anas <aabouallaban@pm.me> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * probabilites -> probabilities (#5078) (#5079) Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * increase PR and Issue sweep quantity and active close PRs. (#5073) * increase PR and Issue sweep quantity and active close PRs. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] added missing German phoneme tokenizer. (#5070) (#5074) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * rename to match prompt leanring (#5076) Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061) * Fixes to seq2seq eval Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Style Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Notebook bug fixes (#5084) (#5085) * Notebook bug fixes Signed-off-by: Virginia Adams <vadams@nvidia.com> * Turned nemo install back on Signed-off-by: Virginia Adams <vadams@nvidia.com> * reverted notebook Signed-off-by: Virginia Adams <vadams@nvidia.com> * Updated one line in entity linking nb Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Virginia Adams <vadams@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Virginia Adams <vadams@nvidia.com> Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * update strategy in notebook from ddp_fork to dp (#5088) (#5089) Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix bug in Squeezeformer Conv block (#5011) (#5024) * Fix bug in Squeezeformer Conv block Signed-off-by: smajumdar <smajumdar@nvidia.com> * Fix kernel context Signed-off-by: smajumdar <smajumdar@nvidia.com> * Fix access mixin Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * fixed megatron lm conversion bug (PTL related) (#5038) (#5063) Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com> Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com> Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com> Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com> Co-authored-by: David <amosalla@asu.edu> Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) (#5094) Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix numba (#5098) Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Make it possible to specify output_filename in normalize_with_audio.py (#5092) Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Greedy decoding confidence for CTC and RNNT (#4931) * rnnt confidence draft Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * word confidence Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * advanced entropies added Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * refactoring Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * oops forgot a file Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * metrics and benchmarking script added Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * style fix Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * texterrors installation added Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * lgtm and bug fix Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * fix comments Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * fix typos Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * add missing import after rebase Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [Add] SLURP models and examples (#4668) * add model, util and loss Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * refactor annd update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update and refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * update and refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * update and refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update docs Signed-off-by: stevehuang52 <heh@nvidia.com> * update available models Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * refactor data processing Signed-off-by: stevehuang52 <heh@nvidia.com> * fix typo Signed-off-by: stevehuang52 <heh@nvidia.com> * update docs Signed-off-by: stevehuang52 <heh@nvidia.com> * refactor and update Signed-off-by: stevehuang52 <heh@nvidia.com> * update doc Signed-off-by: stevehuang52 <heh@nvidia.com> * move transformer to asr.modules Signed-off-by: stevehuang52 <heh@nvidia.com> * move transformer to asr.modules Signed-off-by: stevehuang52 <heh@nvidia.com> * get rid of jsonlines Signed-off-by: stevehuang52 <heh@nvidia.com> * refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * revert changes to nlp Signed-off-by: stevehuang52 <heh@nvidia.com> Signed-off-by: stevehuang52 <heh@nvidia.com> Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Co-authored-by: Jagadeesh Balam <4916480+jbalam-nv@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * only optimize params that are part of the adapter modules (#5086) Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Pipeline Parallel T5 Prompt Learning (#4956) * Added pre process flag checks and pipeline parallel in fwd Signed-off-by: Virginia Adams <vadams@nvidia.com> * Added rank check for pipeline parallel Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * T5 prompt learning works! Signed-off-by: Virginia Adams <vadams@nvidia.com> * IA3 passing CI Signed-off-by: Virginia Adams <vadams@nvidia.com> * Fixed typo Signed-off-by: Virginia Adams <vadams@nvidia.com> * removed optimizer setup so Adi's change will not conflict Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com> Co-authored-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] remove phonemizer.py (#5090) remove phonemizer.py and convert code block to markdown in the tutorial. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * T5 Decoding with PP > 2 fix (#5091) (#5103) * set sequence lenghts in the pipeline properly Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fix Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] fixed wrong val loss for epoch 0 and inconsistent metrics names (#5087) (#5102) * fixed hifigan configs as well * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix and refactor consumed samples save/restore for Megatron models. (#5077) * Fixes and refactor Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fix Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Remove unused imports Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Empty Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fix Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * RIR corpus generator tool (#4927) Signed-off-by: Ante Jukić <ajukic@nvidia.com> Signed-off-by: Ante Jukić <ajukic@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Multiprocessing fix (#5106) (#5107) Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Co-authored-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [Bug fix] PC lexical + audio (#5109) (#5110) * training running Signed-off-by: ekmb <ebakhturina@nvidia.com> * revert Signed-off-by: ekmb <ebakhturina@nvidia.com> * revert Signed-off-by: ekmb <ebakhturina@nvidia.com> Signed-off-by: ekmb <ebakhturina@nvidia.com> Signed-off-by: ekmb <ebakhturina@nvidia.com> Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [Fix] schedulers with no max_steps param (#4564) * fix schedulers Signed-off-by: stevehuang52 <heh@nvidia.com> * update to use python inspect module Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> Signed-off-by: stevehuang52 <heh@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * T5 prompt learning fixes missing from r.11.0 merge (#5075) (#5101) * Fix special tokens Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fix Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Empty Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: David <amosalla@asu.edu> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Co-authored-by: David <amosalla@asu.edu> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] Add NeMo TTS Primer Tutorial (#4933) * [TTS] Add NeMo TTS Primer Tutorial Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add Squeezeformer CTC model checkpoints on Librispeech (#5121) Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * adding loss normalization options to rnnt joint (#4829) * adding normalization options to rnnt joint loss * moving the param to joint * moving loss normalization to rnnt loss config * style * cleaning up * fixing sum reduction in joint Signed-off-by: Dima Rekesh <drekesh@nvidia.com> * moving reduction into RNNT loss class * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * refactoring * typos Signed-off-by: Dima Rekesh <drekesh@nvidia.com> Signed-off-by: Dima Rekesh <drekesh@nvidia.com> Co-authored-by: Dima Rekesh <drekesh@nvidia.com> Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Asr concat dataloader (#5108) * forced precision * typo * initial commit Signed-off-by: Dima Rekesh <bmwshop@gmail.com> * typos and bugs Signed-off-by: Dima Rekesh <drekesh@nvidia.com> * reverting conformer encoder Signed-off-by: Dima Rekesh <drekesh@nvidia.com> * additional checks Signed-off-by: Dima Rekesh <bmwshop@gmail.com> * adding support to CTC models as well * reverting conformer_encoder Signed-off-by: Dima Rekesh <bmwshop@gmail.com> * typo Signed-off-by: Dima Rekesh <bmwshop@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * refactoring Signed-off-by: Dima Rekesh <bmwshop@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * refactoring Signed-off-by: Dima Rekesh <drekesh@nvidia.com> * merging Signed-off-by: Dima Rekesh <drekesh@nvidia.com> Signed-off-by: Dima Rekesh <bmwshop@gmail.com> Signed-off-by: Dima Rekesh <drekesh@nvidia.com> Co-authored-by: Dima Rekesh <drekesh@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * fix blossom ci unittests Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * bugfix: pybtex.database.InvalidNameString: Too many commas in author field. (#5112) (#5115) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Uppdate container version to 22.09 (#5105) * update container version Signed-off-by: ericharper <complex451@gmail.com> * pin click Signed-off-by: ericharper <complex451@gmail.com> * pin click 8.0.2 Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Remove unsupported arguments from MegatronNMT (#5065) * Fixes Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fixes Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Style Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fix Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * More fixes Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * pp2 support for T5 IA3 learning and T5 Adapters learning (#5116) * enabling pp2 Signed-off-by: arendu <adithya.r@gmail.com> * optimizer update Signed-off-by: arendu <adithya.r@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * T5 pp>1 support for adapters and ia3 Signed-off-by: arendu <adithya.r@gmail.com> * fix bug with missing adapter_tuning Signed-off-by: arendu <adithya.r@gmail.com> * inference error fixed, pp=2 Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * T5 Prompt Learning Fixes for Pipeline Parallel (#5120) * Initial fixes Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Added back validation acc Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Put num workers back Signed-off-by: Virginia Adams <vadams@nvidia.com> * added relative encoding if statament Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com> * Added back val loss only validation Signed-off-by: Virginia Adams <vadams@nvidia.com> * Revert "Added back val loss only validation" This reverts commit 86d8f4806fe30335c40c3716ce18259939df500f. * Removed val acc for PP > 1 Signed-off-by: Virginia Adams <vadams@nvidia.com> * Removed enc_seq_len if statement Signed-off-by: Virginia Adams <vadams@nvidia.com> * Added back validation acc calc Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com> Co-authored-by: Virginia Adams <vadams@nvidia.com> Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Virginia Adams <vadams@selene-login-01.nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * add doc info (#4721) Signed-off-by: Yang Zhang <yangzhang@nvidia.com> Signed-off-by: Yang Zhang <yangzhang@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] Add SpanishCharsTokenizer (#5135) * [TTS] Add SpanishCharsTokenizer Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Update megatron interface to dialogue (#4936) * fix style formatting Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update template to include description of intent Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * changes based on requests in review Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add compatibility with assistant dataset Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove dialogue_state_tracking Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update huggingface utils for dialogue Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * rename dialogue_state_tracking_hybrid to dialogue_state_tracking_sgdqa Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix nemo/collections/nlp/models/dialogue_state_tracking_sgdqa/__init__.py Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile for SGDGEN Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile for SGDGEN Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile for SGDGEN Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile for SGDGEN Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile for SGDGEN Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix typo Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add docstrings for assistant data processsor Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins for SGDGEN local checkpoint Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * use local vocab file for Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * patch for Jenkins CI using local file Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add slot filling prediction and metrics Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused code Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * refactor metrics code out of Dialogue GPT Model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate backward compatible support for IntentSlotClassificationModel (bert model) Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * save prediction file for IntentSlotClassification Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue gpt model training for megatron gpt Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove batch generate for HF GPT2, which causes lower performance Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add few shot capability to dialogue gpt model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile and remove unused import Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update code description and clarity Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address PR comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate compatibility with ZeroShotIntentModel Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * rename folder to dialogue due to increased scope and further refactor for clarity Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * added dialogue GPT for sequence generation task (e.g. answer extender) Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add CI test for DialogueGPTGenerationModel Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate DialogueS2SGenerationModel for generation task (e.g. answer extender) Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * modify huggingface utils to support HF t5/BART models Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused imports Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update bleu metric Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix bleu metric style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * debug bleu metric Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * debug bleu metric Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update based on PR #3893 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update 2 based on PR #3893 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update 3 based on PR #3893 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate sgd generation based on user user utterance and system slot-values to generate system utterance Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add validation model saving capabilities Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * cleaned up code for SGD Based Answer extender Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Dialogue Generation CI Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix Jenkins CI issue" Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add support for design dataset Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unnecessary imports Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * support megatron for dialogue_s2s_generation_model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * reduce loaded samples in MSMarcoDataProcessor to 64 when cfg.model.dataset.debug_mode=True Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update CI Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update checkpoint and predictions filename to include epoch number Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate HF BART MNLI into zero shot intent model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate Dialogue Nearest Neighbour Model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * refactor Dialogue SGD Data Processor to make interface for models cleaner Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Dialogue S2S Generation model for DialogueSGDDataProcessor interface Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * support sgd and drive thru datasets by zero shot model and nearest neighbour model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add prediction saving code to nearest neighbour and zero shot intent models Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix typo in sgd data processor Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate Dialogue Mellon QA Data Processor Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update mellon qa Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue.py to remove outdated info Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue_config.yaml Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue_config.yaml Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add dialogue docs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address review comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix for cfg Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * make dependency on apex optional Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * change NLPDDPluggin calling logic to make it possible to run without apex Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add first draft of tutorial Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * reduce ms marco size by removing lines without wellFormedAnswers Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address pr comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update colab tutorial link in dialogue docs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * include unit test and some refactor to facilitate unit test Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address pr issues Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove typos in dialogue tutorial Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * support larger files for question answering Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unnecessary artifacts to reduce memory use Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * put 0 tensor to device Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update link within dialogue tutorial Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * restore previously delete files Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error handling when loss = nan Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update nan handling Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update spanning loss func Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update spanning loss Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix type error raised in qa_dataset.py Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add error checking message Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert back to float32 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert back to float32 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update exp logging Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update loading of large file from pickle to json Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update loading of large file from pickle to json Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * limit number of negative samples Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert post processing Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert post processing Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused methods and style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add more documentation Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused imports Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * changes base on PR review Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * set wandb logger falseby default Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update interface with megatron gpt prompt learning Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update inline documentation Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update prompt_ids Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msg Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update config Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update config Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * set inference = False for dialgue prompt learning during trainng Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * set inference = False for dialgue prompt learning during trainng Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused code Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update config yaml Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix bug for megatron gpt prompt learning Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused import Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address comments in PR Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address comments in PR Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address typo Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add megatron t5 inference Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix bug due to bert tokenizer not being space-aware Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update IntentSlotModel onnx export test Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update exportable Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address PR comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * improve speed of rank_candidates and support for p tuning Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue.py Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix megatron prompt learning saving bug Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update generate_candidate method Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove repeated init text ids and invert attention masks Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update typo Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * custom collate fn to remove excess padding in batch Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update complete method to mitigate issue when max seq len is low Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address pr comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update generation interface Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> Co-authored-by: Zhilin Wang <zhilinw@nvidia.com> Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com> Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Added save inference ready .nemo file with every checkpoint (#5055) * Added save inference ready .nemo file with every checkpoint Signed-off-by: Virginia Adams <vadams@nvidia.com> * Python style fix Signed-off-by: Virginia Adams <vadams@nvidia.com> * addressed Adi's comment Signed-off-by: Virginia Adams <vadams@nvidia.com> * Added ptuning check in model checkpoint saving Signed-off-by: Virginia Adams <vadams@nvidia.com> * Changed save_nemo_on_valdaition default to False Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Changes global batch size of adapter CI Signed-off-by: Virginia Adams <vadams@nvidia.com> * Changed num workers to 0 Signed-off-by: Virginia Adams <vadams@nvidia.com> * added first stage of pipeline check Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118) * Remove ; from jupyter notebook cells Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix typos in documentation/code Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix output message to have 'or equal' Signed-off-by: Igor Gitman <igitman@nvidia.com> * Link formatting fixes Signed-off-by: Igor Gitman <igitman@nvidia.com> * Add error if max_utts is used in tarred datasets Signed-off-by: Igor Gitman <igitman@nvidia.com> * Remove max_utts parameter from tarred datasets Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix max_utts removal in tests Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix typo if -> is Signed-off-by: Igor Gitman <igitman@nvidia.com> Signed-off-by: Igor Gitman <igitman@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Merge r1.12.0 main (#5139) * update branch Signed-off-by: ericharper <complex451@gmail.com> * Add cherry-pick action (#4958) * add cherry-pick action Signed-off-by: ericharper <complex451@gmail.com> * Pin Transformers version to fix CI (#4955) * Pin transformers version in CI to prevent offline tokenizer loading error Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop version Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Enable offline Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> * upper bound transformers Signed-off-by: ericharper <complex451@gmail.com> * remove duplicate transformers requirement Signed-off-by: ericharper <complex451@gmail.com> * Release SOTA Lang ID model (#5080) * add pretrained lang id model ambernet Signed-off-by: fayejf <fayejf07@gmail.com> * update doc and style fix Signed-off-by: fayejf <fayejf07@gmail.com> Signed-off-by: fayejf <fayejf07@gmail.com> * update branch and package info Signed-off-by: ericharper <complex451@gmail.com> * remove upper bounds on lightning and transformers Signed-off-by: ericharper <complex451@gmail.com> * remove transformers offline from ci Signed-off-by: ericharper <complex451@gmail.com> * upper bound transformers Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: fayejf <fayejf07@gmail.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Added ASR model comparison to SDE (#5043) SDE: Added ASR model comparison tool to SDE transcribe speech: Added support for many predictions in one file, as well as custom field names Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * fix nmt eval sampler (#5154) Signed-off-by: Abhinav Khattar <aklife97@gmail.com> Signed-off-by: Abhinav Khattar <aklife97@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix Global init steps (#5143) * move global step to base Signed-off-by: Yi Dong <yidong@nvidia.com> * fix fused softmax Signed-off-by: Yi Dong <yidong@nvidia.com> * add the missing file Signed-off-by: Yi Dong <yidong@nvidia.com> * update the fused kernel Signed-off-by: Yi Dong <doyend@gmail.com> * fix import error Signed-off-by: Yi Dong <doyend@gmail.com> * fix import again Signed-off-by: Yi Dong <yidong@nvidia.com> Signed-off-by: Yi Dong <yidong@nvidia.com> Signed-off-by: Yi Dong <doyend@gmail.com> Co-authored-by: Yi Dong <doyend@gmail.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518) * bug fix - sample rate was being ignored in vocoder dataset when not loading mel * handled n segments for a different sampling rate than original sampling rate * Added case for n_segments 0, warning for n_segments greater than file length Signed-off-by: Paarth Neekhara <paarth.n@gmail.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Jocelyn <jocelynh@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add EMA support to NeMo (#4764) * Added Base files Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Some refactors, swap to using MNIST Lnet Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add a few more tests, allow the callback to be set via the exp manager Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Actually run validation for testing Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Run isort Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add test for saving state/fix saving state Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Use dummy model Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix test Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add copyright Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Support saving separate EMA weight module Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add standalone functionality/logging Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Expose more parameters Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Modify to allow option to replace validation Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add jenkins test, formatting Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Pin Transformers version to fix CI (#4955) * Pin transformers version in CI to prevent offline tokenizer loading error Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop version Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Enable offline Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add cherry-pick action (#4958) (#4961) * add cherry-pick action Signed-off-by: ericharper <complex451@gmail.com> * Pin Transformers version to fix CI (#4955) * Pin transformers version in CI to prevent offline tokenizer loading error Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop version Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Enable offline Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix changelog builder (#4962) (#4963) Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * fix cherry pick workflow (#4964) (#4965) Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * reorder model check (#4959) (#4967) Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * check for active conda environment (#4970) (#4971) Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Checkpoint averaging class fix (#4946) * 1. Added args.class_path to provide it externally. Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> * 1. Fixed style. Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add ability to give seperate datasets for test, train and validation (#4798) * Add ability to give seperate datasets for test, train and validation * Addressed Sandeeps comments * Addressed Sandeeps comments * Add ability to give seperate datasets for test, train and validation * Add ability to give seperate datasets for test, train and validation * Addressed review comments * Bug fix for common dataset utils * Add CI tests Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * Reformat code Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * Bug fix Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * Bug fix * Bug Fix * Bug Fix * Update Jenkinsfile * Addressed comments * Addressed Eriks comments. * Addressed Sandeep * Update Jenkinsfile * Update Jenkinsfile * Update dataset_utils.py * Update Jenkinsfile * Update Jenkinsfile * Use GPT CI config Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * fix label models restoring issue from wrighted cross entropy (#4968) (#4975) Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add simple pre-commit file (#4983) * Add simple pre-commit file Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Exclude docs folder Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Revert "[pre-commit.ci] auto fixes from pre-commit.com hooks" This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb. Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951) Signed-off-by: Jin Li <liji@nvidia.com> Signed-off-by: Jin Li <liji@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Adding speaker embedding conditioning in fastpitch (#4986) Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com> Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix ASR issues (#4984) (#4991) * Fix ASR issues Signed-off-by: smajumdar <smajumdar@nvidia.com> * Revert fix Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix current tests Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * More test coverage Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Address reviews Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Address review Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop bf16 test Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Address review Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * remove print Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add bf16 Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Jin Li <liji@nvidia.com> Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com> Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Micha Livne <michalivne@users.noreply.github.com> Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com> Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com> Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix BF16 test (#5162) Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix errors in speaker diarization nemo docs (#5153) * fix docs and docstrings for MSDD Signed-off-by: Taejin Park <tango4j@gmail.com> * fix nemo docs errors Signed-off-by: Taejin Park <tango4j@gmail.com> * reflected review comments Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add interleaved pipeline schedule to GPT (#5025) * add virtual pipeline size to config Signed-off-by: ericharper <complex451@gmail.com> * convert model to list of modules Signed-off-by: ericharper <complex451@gmail.com> * convert model to list of modules Signed-off-by: ericharper <complex451@gmail.com> * convert model to list of modules Signed-off-by: ericharper <complex451@gmail.com> * update for list of modules Signed-off-by: ericharper <complex451@gmail.com> * add virtual to init Signed-off-by: ericharper <complex451@gmail.com> * update first last stage embedding all reduce Signed-off-by: ericharper <complex451@gmail.com> * update sequence parallel all reduce for virtual models Signed-off-by: ericharper <complex451@gmail.com> * runs but we get an error Signed-off-by: ericharper <complex451@gmail.com> * set virtual rank 0 after looping Signed-off-by: ericharper <complex451@gmail.com> * account for virtual when determinining first and last pipeline stages Signed-off-by: ericharper <complex451@gmail.com> * checkpointing for virtual models in progress Signed-off-by: ericharper <complex451@gmail.com> * add checkpoint hooks Signed-off-by: ericharper <complex451@gmail.com> * working on validation when resuming Signed-off-by: ericharper <complex451@gmail.com> * skip sanity val steps by default in config Signed-off-by: ericharper <complex451@gmail.com> * remove comment Signed-off-by: ericharper <complex451@gmail.com> * log number of params Signed-off-by: ericharper <complex451@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * style Signed-off-by: ericharper <complex451@gmail.com> * check if self.model is a list Signed-off-by: ericharper <complex451@gmail.com> * make virtual pipeline default size None on init Signed-off-by: ericharper <complex451@gmail.com> * make virtual pipeline default to None in config Signed-off-by: ericharper <complex451@gmail.com> * remove ensure_divisibility call Signed-off-by: ericharper <complex451@gmail.com> * fix lgtm alerts Signed-off-by: ericharper <complex451@gmail.com> * remove num_sanity_val_steps from config Signed-off-by: ericharper <complex451@gmail.com> * default virtual pipeline size to none Signed-off-by: ericharper <complex451@gmail.com> * check for list Signed-off-by: ericharper <complex451@gmail.com> * update assert to make sure we are only doing virtual for gpt Signed-off-by: ericharper <complex451@gmail.com> * revert change to get_params_for_weight_decay Signed-off-by: ericharper <complex451@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * init var Signed-off-by: ericharper <complex451@gmail.com> * add import guard for set virtual model parallel world size Signed-off-by: ericharper <complex451@gmail.com> * use import guard Signed-off-by: ericharper <complex451@gmail.com> * update calls to fake init in eval scripts Signed-off-by: ericharper <complex451@gmail.com> * add _get_fwd_bwd_function Signed-off-by: ericharper <complex451@gmail.com> * log all total model parameters Signed-off-by: ericharper <complex451@gmail.com> * remove unused import Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * reduced to 14 inactive days to be stale for PRs. (#5165) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * refactor TTS documentation organization and add new contents. (#5137) * refactor TTS documentation organization and add new contents. * fix asr api bug. * fix broken links. * fix unexpected indentation errors. * fixed unexpected indentation. * fixed broken paper reference. * fixed cross-reference and typos. * fixed toctree errors. * revert to 'Augmentors' * reordered TTS tutorial list in starthere. * ordered api classes alphabetically for each Section. * fixed underscore typo for fastpitch checkpoint. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * upcase 'Tuning' Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * fixed typo for RAD-TTS Aligner Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * reorder aligner section after mel-gen and vocoders in models.rst. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * clarify Mixer-TTS-X and reorder model descriptions alphabetically. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * fixed some typos and formats. Signed-off-by: Xuesong Yang <…
rohitrango
pushed a commit
to rohitrango/NeMo
that referenced
this pull request
Jun 25, 2024
* update package info Signed-off-by: ericharper <complex451@gmail.com> * fix the mpt chatbot (#6957) Signed-off-by: Yi Dong <yidong@nvidia.com> * Remove `compute_on_step` from metrics (#6979) * Remove `compute_on_step` from metrics Signed-off-by: smajumdar <titu1994@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove confusing log message Signed-off-by: smajumdar <titu1994@gmail.com> * Update tests Signed-off-by: smajumdar <titu1994@gmail.com> --------- Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Hybrid conformer export (#6983) * Implemented generic kv-pair setting of export_config from args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid conformer export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid decoder export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Changed from **kwargs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docstring Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docs added Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Stringify args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Added docs for ASR export configs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * lowercase ctc Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cache handling without input tensors mutation (#6980) * Cache handling without input tensors mutation Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup#2 Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup#3 Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> * fixes for spellmapper (#6994) Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> * Fixing an issue with confidence ensembles (#6987) * Bug fix for the confidence ensembles Signed-off-by: Igor Gitman <igitman@nvidia.com> * Relax constraints for the test Signed-off-by: Igor Gitman <igitman@nvidia.com> --------- Signed-off-by: Igor Gitman <igitman@nvidia.com> * [TTS] Append pretrained FastPitch & SpectrogamEnhancer pair to available models (#7012) * [TTS] fastpitch: add english libritts model with asr stft parameters (25 ms 10 ms) Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] enhancer: add pretrained model intended for asr finetuning Signed-off-by: Roman Korostik <rkorostik@nvidia.com> --------- Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * Add ASR with TTS Tutorial. Fix enhancer usage. (#6955) * Add ASR with TTS Tutorial * Fix enhancer usage Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * install_bs (#7019) Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * fix tab text gen (#7022) Signed-off-by: Yi Dong <yidong@nvidia.com> * TE bug fix (#7027) Signed-off-by: Dmytro Pykhtar <dpykhtar@nvidia.com> * Add support for Numba FP16 RNNT Loss (#6991) (#7038) * Force working space memory to always be in fp32 Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for fp16 testing in Numba Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for fp16 testing in Numba Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for fp16 testing in Numba Signed-off-by: smajumdar <titu1994@gmail.com> * Fix cost calculation by upcasting to fp32 Signed-off-by: smajumdar <titu1994@gmail.com> * Fix cost calculation by upcasting to fp32 Signed-off-by: smajumdar <titu1994@gmail.com> * Add support to check if numba fp16 is available Signed-off-by: smajumdar <titu1994@gmail.com> * add RNN-T loss implemented by PyTorch and test code (#5312) * Fix the bugs in cache-aware streaming Conformer (#5032) Signed-off-by: Vahid <vnoroozi@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * IA3 support for GPT and T5 (#4909) * init commit for ia3 adater training in GPT Signed-off-by: arendu <adithya.r@gmail.com> * ia3 adater training in GPT, models and adapter classes Signed-off-by: arendu <adithya.r@gmail.com> * reshape to operate even on non-contiguous tensors Signed-off-by: arendu <adithya.r@gmail.com> * configs Signed-off-by: arendu <adithya.r@gmail.com> * fixed none init Signed-off-by: arendu <adithya.r@gmail.com> * adding adapter and ia3 support for T5 based models Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * config update and t5 model adapter and ia3 Signed-off-by: arendu <adithya.r@gmail.com> * removed unused imports Signed-off-by: arendu <adithya.r@gmail.com> * predict step for inference Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * adapter inference for t5 Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * fixed bug micro and global batch size in eval Signed-off-by: arendu <adithya.r@gmail.com> * minor edit Signed-off-by: arendu <adithya.r@gmail.com> * agressive truncation if in test examples if no truncation field is given Signed-off-by: arendu <adithya.r@gmail.com> * corrected for language_model_path name changes in main Signed-off-by: arendu <adithya.r@gmail.com> * removed unused import Signed-off-by: arendu <adithya.r@gmail.com> * name change for language_model_path Signed-off-by: arendu <adithya.r@gmail.com> * include inter_attention to IA3 Signed-off-by: arendu <adithya.r@gmail.com> * minor fix in confg Signed-off-by: arendu <adithya.r@gmail.com> * minor fixes Signed-off-by: arendu <adithya.r@gmail.com> * removed unused flag Signed-off-by: arendu <adithya.r@gmail.com> * addressing PR comments Signed-off-by: arendu <adithya.r@gmail.com> * address PR comments Signed-off-by: arendu <adithya.r@gmail.com> * minor fix Signed-off-by: arendu <adithya.r@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * style fix Signed-off-by: arendu <adithya.r@gmail.com> * CI test Signed-off-by: arendu <adithya.r@gmail.com> * minor fix in jenkinsfile Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Bug fix - Limit val batches set to 1.0 (#5023) * Bug fix Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Adressed sandeep's comments * Fixing limit val batches support in bert * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fixing limit val batches support in bert * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [bug_fix] kv_channels is used when available (#5066) * fix bug s.t kv_channels is used when available Signed-off-by: arendu <adithya.r@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * P&C Docs (#5068) (#5069) Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Co-authored-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add spe_split_by_unicode_script arg (#5072) * Add spe_split_by_unicode_script arg Signed-off-by: Anas <aabouallaban@pm.me> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Anas <aabouallaban@pm.me> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * probabilites -> probabilities (#5078) (#5079) Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * increase PR and Issue sweep quantity and active close PRs. (#5073) * increase PR and Issue sweep quantity and active close PRs. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] added missing German phoneme tokenizer. (#5070) (#5074) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * rename to match prompt leanring (#5076) Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061) * Fixes to seq2seq eval Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Style Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Notebook bug fixes (#5084) (#5085) * Notebook bug fixes Signed-off-by: Virginia Adams <vadams@nvidia.com> * Turned nemo install back on Signed-off-by: Virginia Adams <vadams@nvidia.com> * reverted notebook Signed-off-by: Virginia Adams <vadams@nvidia.com> * Updated one line in entity linking nb Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Virginia Adams <vadams@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Virginia Adams <vadams@nvidia.com> Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * update strategy in notebook from ddp_fork to dp (#5088) (#5089) Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix bug in Squeezeformer Conv block (#5011) (#5024) * Fix bug in Squeezeformer Conv block Signed-off-by: smajumdar <smajumdar@nvidia.com> * Fix kernel context Signed-off-by: smajumdar <smajumdar@nvidia.com> * Fix access mixin Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * fixed megatron lm conversion bug (PTL related) (#5038) (#5063) Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com> Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com> Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com> Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com> Co-authored-by: David <amosalla@asu.edu> Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) (#5094) Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix numba (#5098) Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Make it possible to specify output_filename in normalize_with_audio.py (#5092) Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Greedy decoding confidence for CTC and RNNT (#4931) * rnnt confidence draft Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * word confidence Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * advanced entropies added Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * refactoring Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * oops forgot a file Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * metrics and benchmarking script added Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * style fix Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * texterrors installation added Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * lgtm and bug fix Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * fix comments Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * fix typos Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * add missing import after rebase Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [Add] SLURP models and examples (#4668) * add model, util and loss Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * refactor annd update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update and refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * update and refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * update and refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update docs Signed-off-by: stevehuang52 <heh@nvidia.com> * update available models Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * refactor data processing Signed-off-by: stevehuang52 <heh@nvidia.com> * fix typo Signed-off-by: stevehuang52 <heh@nvidia.com> * update docs Signed-off-by: stevehuang52 <heh@nvidia.com> * refactor and update Signed-off-by: stevehuang52 <heh@nvidia.com> * update doc Signed-off-by: stevehuang52 <heh@nvidia.com> * move transformer to asr.modules Signed-off-by: stevehuang52 <heh@nvidia.com> * move transformer to asr.modules Signed-off-by: stevehuang52 <heh@nvidia.com> * get rid of jsonlines Signed-off-by: stevehuang52 <heh@nvidia.com> * refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * revert changes to nlp Signed-off-by: stevehuang52 <heh@nvidia.com> Signed-off-by: stevehuang52 <heh@nvidia.com> Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Co-authored-by: Jagadeesh Balam <4916480+jbalam-nv@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * only optimize params that are part of the adapter modules (#5086) Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Pipeline Parallel T5 Prompt Learning (#4956) * Added pre process flag checks and pipeline parallel in fwd Signed-off-by: Virginia Adams <vadams@nvidia.com> * Added rank check for pipeline parallel Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * T5 prompt learning works! Signed-off-by: Virginia Adams <vadams@nvidia.com> * IA3 passing CI Signed-off-by: Virginia Adams <vadams@nvidia.com> * Fixed typo Signed-off-by: Virginia Adams <vadams@nvidia.com> * removed optimizer setup so Adi's change will not conflict Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com> Co-authored-by: Adi Renduchintala <108822655+arendu@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] remove phonemizer.py (#5090) remove phonemizer.py and convert code block to markdown in the tutorial. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * T5 Decoding with PP > 2 fix (#5091) (#5103) * set sequence lenghts in the pipeline properly Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fix Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] fixed wrong val loss for epoch 0 and inconsistent metrics names (#5087) (#5102) * fixed hifigan configs as well * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix and refactor consumed samples save/restore for Megatron models. (#5077) * Fixes and refactor Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fix Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Remove unused imports Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Empty Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fix Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * RIR corpus generator tool (#4927) Signed-off-by: Ante Jukić <ajukic@nvidia.com> Signed-off-by: Ante Jukić <ajukic@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Multiprocessing fix (#5106) (#5107) Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Co-authored-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [Bug fix] PC lexical + audio (#5109) (#5110) * training running Signed-off-by: ekmb <ebakhturina@nvidia.com> * revert Signed-off-by: ekmb <ebakhturina@nvidia.com> * revert Signed-off-by: ekmb <ebakhturina@nvidia.com> Signed-off-by: ekmb <ebakhturina@nvidia.com> Signed-off-by: ekmb <ebakhturina@nvidia.com> Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [Fix] schedulers with no max_steps param (#4564) * fix schedulers Signed-off-by: stevehuang52 <heh@nvidia.com> * update to use python inspect module Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> Signed-off-by: stevehuang52 <heh@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * T5 prompt learning fixes missing from r.11.0 merge (#5075) (#5101) * Fix special tokens Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fix Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Empty Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: David <amosalla@asu.edu> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Co-authored-by: David <amosalla@asu.edu> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] Add NeMo TTS Primer Tutorial (#4933) * [TTS] Add NeMo TTS Primer Tutorial Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add Squeezeformer CTC model checkpoints on Librispeech (#5121) Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * adding loss normalization options to rnnt joint (#4829) * adding normalization options to rnnt joint loss * moving the param to joint * moving loss normalization to rnnt loss config * style * cleaning up * fixing sum reduction in joint Signed-off-by: Dima Rekesh <drekesh@nvidia.com> * moving reduction into RNNT loss class * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * refactoring * typos Signed-off-by: Dima Rekesh <drekesh@nvidia.com> Signed-off-by: Dima Rekesh <drekesh@nvidia.com> Co-authored-by: Dima Rekesh <drekesh@nvidia.com> Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Asr concat dataloader (#5108) * forced precision * typo * initial commit Signed-off-by: Dima Rekesh <bmwshop@gmail.com> * typos and bugs Signed-off-by: Dima Rekesh <drekesh@nvidia.com> * reverting conformer encoder Signed-off-by: Dima Rekesh <drekesh@nvidia.com> * additional checks Signed-off-by: Dima Rekesh <bmwshop@gmail.com> * adding support to CTC models as well * reverting conformer_encoder Signed-off-by: Dima Rekesh <bmwshop@gmail.com> * typo Signed-off-by: Dima Rekesh <bmwshop@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * refactoring Signed-off-by: Dima Rekesh <bmwshop@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * refactoring Signed-off-by: Dima Rekesh <drekesh@nvidia.com> * merging Signed-off-by: Dima Rekesh <drekesh@nvidia.com> Signed-off-by: Dima Rekesh <bmwshop@gmail.com> Signed-off-by: Dima Rekesh <drekesh@nvidia.com> Co-authored-by: Dima Rekesh <drekesh@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * fix blossom ci unittests Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * bugfix: pybtex.database.InvalidNameString: Too many commas in author field. (#5112) (#5115) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Uppdate container version to 22.09 (#5105) * update container version Signed-off-by: ericharper <complex451@gmail.com> * pin click Signed-off-by: ericharper <complex451@gmail.com> * pin click 8.0.2 Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Remove unsupported arguments from MegatronNMT (#5065) * Fixes Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fixes Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Style Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fix Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * More fixes Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * pp2 support for T5 IA3 learning and T5 Adapters learning (#5116) * enabling pp2 Signed-off-by: arendu <adithya.r@gmail.com> * optimizer update Signed-off-by: arendu <adithya.r@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * T5 pp>1 support for adapters and ia3 Signed-off-by: arendu <adithya.r@gmail.com> * fix bug with missing adapter_tuning Signed-off-by: arendu <adithya.r@gmail.com> * inference error fixed, pp=2 Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * T5 Prompt Learning Fixes for Pipeline Parallel (#5120) * Initial fixes Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Added back validation acc Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Put num workers back Signed-off-by: Virginia Adams <vadams@nvidia.com> * added relative encoding if statament Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com> * Added back val loss only validation Signed-off-by: Virginia Adams <vadams@nvidia.com> * Revert "Added back val loss only validation" This reverts commit 86d8f4806fe30335c40c3716ce18259939df500f. * Removed val acc for PP > 1 Signed-off-by: Virginia Adams <vadams@nvidia.com> * Removed enc_seq_len if statement Signed-off-by: Virginia Adams <vadams@nvidia.com> * Added back validation acc calc Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Virginia Adams <vadams@selene-login-01.nvidia.com> Co-authored-by: Virginia Adams <vadams@nvidia.com> Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Virginia Adams <vadams@selene-login-01.nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * add doc info (#4721) Signed-off-by: Yang Zhang <yangzhang@nvidia.com> Signed-off-by: Yang Zhang <yangzhang@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] Add SpanishCharsTokenizer (#5135) * [TTS] Add SpanishCharsTokenizer Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Update megatron interface to dialogue (#4936) * fix style formatting Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update template to include description of intent Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * changes based on requests in review Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add compatibility with assistant dataset Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove dialogue_state_tracking Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update huggingface utils for dialogue Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * rename dialogue_state_tracking_hybrid to dialogue_state_tracking_sgdqa Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix nemo/collections/nlp/models/dialogue_state_tracking_sgdqa/__init__.py Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile for SGDGEN Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile for SGDGEN Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile for SGDGEN Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile for SGDGEN Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile for SGDGEN Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix typo Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add docstrings for assistant data processsor Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins for SGDGEN local checkpoint Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * use local vocab file for Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * patch for Jenkins CI using local file Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add slot filling prediction and metrics Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused code Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * refactor metrics code out of Dialogue GPT Model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate backward compatible support for IntentSlotClassificationModel (bert model) Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * save prediction file for IntentSlotClassification Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue gpt model training for megatron gpt Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove batch generate for HF GPT2, which causes lower performance Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add few shot capability to dialogue gpt model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile and remove unused import Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update code description and clarity Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address PR comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate compatibility with ZeroShotIntentModel Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * rename folder to dialogue due to increased scope and further refactor for clarity Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * added dialogue GPT for sequence generation task (e.g. answer extender) Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add CI test for DialogueGPTGenerationModel Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate DialogueS2SGenerationModel for generation task (e.g. answer extender) Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * modify huggingface utils to support HF t5/BART models Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused imports Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update bleu metric Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix bleu metric style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * debug bleu metric Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * debug bleu metric Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update based on PR #3893 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update 2 based on PR #3893 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update 3 based on PR #3893 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate sgd generation based on user user utterance and system slot-values to generate system utterance Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add validation model saving capabilities Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * cleaned up code for SGD Based Answer extender Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Dialogue Generation CI Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix Jenkins CI issue" Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add support for design dataset Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unnecessary imports Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * support megatron for dialogue_s2s_generation_model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * reduce loaded samples in MSMarcoDataProcessor to 64 when cfg.model.dataset.debug_mode=True Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update CI Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update checkpoint and predictions filename to include epoch number Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate HF BART MNLI into zero shot intent model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate Dialogue Nearest Neighbour Model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * refactor Dialogue SGD Data Processor to make interface for models cleaner Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Dialogue S2S Generation model for DialogueSGDDataProcessor interface Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * support sgd and drive thru datasets by zero shot model and nearest neighbour model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add prediction saving code to nearest neighbour and zero shot intent models Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix typo in sgd data processor Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate Dialogue Mellon QA Data Processor Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update mellon qa Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue.py to remove outdated info Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue_config.yaml Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue_config.yaml Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add dialogue docs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address review comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix for cfg Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * make dependency on apex optional Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * change NLPDDPluggin calling logic to make it possible to run without apex Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add first draft of tutorial Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * reduce ms marco size by removing lines without wellFormedAnswers Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address pr comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update colab tutorial link in dialogue docs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * include unit test and some refactor to facilitate unit test Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address pr issues Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove typos in dialogue tutorial Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * support larger files for question answering Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unnecessary artifacts to reduce memory use Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * put 0 tensor to device Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update link within dialogue tutorial Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * restore previously delete files Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error handling when loss = nan Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update nan handling Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update spanning loss func Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update spanning loss Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix type error raised in qa_dataset.py Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add error checking message Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert back to float32 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert back to float32 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update exp logging Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update loading of large file from pickle to json Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update loading of large file from pickle to json Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * limit number of negative samples Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert post processing Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert post processing Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused methods and style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add more documentation Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused imports Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * changes base on PR review Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * set wandb logger falseby default Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update interface with megatron gpt prompt learning Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update inline documentation Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update prompt_ids Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msg Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update config Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update config Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * set inference = False for dialgue prompt learning during trainng Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * set inference = False for dialgue prompt learning during trainng Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused code Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update config yaml Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix bug for megatron gpt prompt learning Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused import Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address comments in PR Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address comments in PR Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address typo Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add megatron t5 inference Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix bug due to bert tokenizer not being space-aware Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update IntentSlotModel onnx export test Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update exportable Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address PR comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * improve speed of rank_candidates and support for p tuning Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue.py Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix megatron prompt learning saving bug Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update generate_candidate method Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove repeated init text ids and invert attention masks Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update typo Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * custom collate fn to remove excess padding in batch Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update complete method to mitigate issue when max seq len is low Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address pr comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update generation interface Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> Co-authored-by: Zhilin Wang <zhilinw@nvidia.com> Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com> Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Added save inference ready .nemo file with every checkpoint (#5055) * Added save inference ready .nemo file with every checkpoint Signed-off-by: Virginia Adams <vadams@nvidia.com> * Python style fix Signed-off-by: Virginia Adams <vadams@nvidia.com> * addressed Adi's comment Signed-off-by: Virginia Adams <vadams@nvidia.com> * Added ptuning check in model checkpoint saving Signed-off-by: Virginia Adams <vadams@nvidia.com> * Changed save_nemo_on_valdaition default to False Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Changes global batch size of adapter CI Signed-off-by: Virginia Adams <vadams@nvidia.com> * Changed num workers to 0 Signed-off-by: Virginia Adams <vadams@nvidia.com> * added first stage of pipeline check Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118) * Remove ; from jupyter notebook cells Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix typos in documentation/code Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix output message to have 'or equal' Signed-off-by: Igor Gitman <igitman@nvidia.com> * Link formatting fixes Signed-off-by: Igor Gitman <igitman@nvidia.com> * Add error if max_utts is used in tarred datasets Signed-off-by: Igor Gitman <igitman@nvidia.com> * Remove max_utts parameter from tarred datasets Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix max_utts removal in tests Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix typo if -> is Signed-off-by: Igor Gitman <igitman@nvidia.com> Signed-off-by: Igor Gitman <igitman@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Merge r1.12.0 main (#5139) * update branch Signed-off-by: ericharper <complex451@gmail.com> * Add cherry-pick action (#4958) * add cherry-pick action Signed-off-by: ericharper <complex451@gmail.com> * Pin Transformers version to fix CI (#4955) * Pin transformers version in CI to prevent offline tokenizer loading error Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop version Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Enable offline Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> * upper bound transformers Signed-off-by: ericharper <complex451@gmail.com> * remove duplicate transformers requirement Signed-off-by: ericharper <complex451@gmail.com> * Release SOTA Lang ID model (#5080) * add pretrained lang id model ambernet Signed-off-by: fayejf <fayejf07@gmail.com> * update doc and style fix Signed-off-by: fayejf <fayejf07@gmail.com> Signed-off-by: fayejf <fayejf07@gmail.com> * update branch and package info Signed-off-by: ericharper <complex451@gmail.com> * remove upper bounds on lightning and transformers Signed-off-by: ericharper <complex451@gmail.com> * remove transformers offline from ci Signed-off-by: ericharper <complex451@gmail.com> * upper bound transformers Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: fayejf <fayejf07@gmail.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Added ASR model comparison to SDE (#5043) SDE: Added ASR model comparison tool to SDE transcribe speech: Added support for many predictions in one file, as well as custom field names Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * fix nmt eval sampler (#5154) Signed-off-by: Abhinav Khattar <aklife97@gmail.com> Signed-off-by: Abhinav Khattar <aklife97@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix Global init steps (#5143) * move global step to base Signed-off-by: Yi Dong <yidong@nvidia.com> * fix fused softmax Signed-off-by: Yi Dong <yidong@nvidia.com> * add the missing file Signed-off-by: Yi Dong <yidong@nvidia.com> * update the fused kernel Signed-off-by: Yi Dong <doyend@gmail.com> * fix import error Signed-off-by: Yi Dong <doyend@gmail.com> * fix import again Signed-off-by: Yi Dong <yidong@nvidia.com> Signed-off-by: Yi Dong <yidong@nvidia.com> Signed-off-by: Yi Dong <doyend@gmail.com> Co-authored-by: Yi Dong <doyend@gmail.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518) * bug fix - sample rate was being ignored in vocoder dataset when not loading mel * handled n segments for a different sampling rate than original sampling rate * Added case for n_segments 0, warning for n_segments greater than file length Signed-off-by: Paarth Neekhara <paarth.n@gmail.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Jocelyn <jocelynh@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add EMA support to NeMo (#4764) * Added Base files Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Some refactors, swap to using MNIST Lnet Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add a few more tests, allow the callback to be set via the exp manager Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Actually run validation for testing Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Run isort Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add test for saving state/fix saving state Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Use dummy model Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix test Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add copyright Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Support saving separate EMA weight module Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add standalone functionality/logging Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Expose more parameters Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Modify to allow option to replace validation Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add jenkins test, formatting Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Pin Transformers version to fix CI (#4955) * Pin transformers version in CI to prevent offline tokenizer loading error Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop version Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Enable offline Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add cherry-pick action (#4958) (#4961) * add cherry-pick action Signed-off-by: ericharper <complex451@gmail.com> * Pin Transformers version to fix CI (#4955) * Pin transformers version in CI to prevent offline tokenizer loading error Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop version Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Enable offline Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix changelog builder (#4962) (#4963) Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * fix cherry pick workflow (#4964) (#4965) Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * reorder model check (#4959) (#4967) Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * check for active conda environment (#4970) (#4971) Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Checkpoint averaging class fix (#4946) * 1. Added args.class_path to provide it externally. Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> * 1. Fixed style. Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add ability to give seperate datasets for test, train and validation (#4798) * Add ability to give seperate datasets for test, train and validation * Addressed Sandeeps comments * Addressed Sandeeps comments * Add ability to give seperate datasets for test, train and validation * Add ability to give seperate datasets for test, train and validation * Addressed review comments * Bug fix for common dataset utils * Add CI tests Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * Reformat code Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * Bug fix Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * Bug fix * Bug Fix * Bug Fix * Update Jenkinsfile * Addressed comments * Addressed Eriks comments. * Addressed Sandeep * Update Jenkinsfile * Update Jenkinsfile * Update dataset_utils.py * Update Jenkinsfile * Update Jenkinsfile * Use GPT CI config Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * fix label models restoring issue from wrighted cross entropy (#4968) (#4975) Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add simple pre-commit file (#4983) * Add simple pre-commit file Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Exclude docs folder Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Revert "[pre-commit.ci] auto fixes from pre-commit.com hooks" This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb. Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951) Signed-off-by: Jin Li <liji@nvidia.com> Signed-off-by: Jin Li <liji@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Adding speaker embedding conditioning in fastpitch (#4986) Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com> Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix ASR issues (#4984) (#4991) * Fix ASR issues Signed-off-by: smajumdar <smajumdar@nvidia.com> * Revert fix Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix current tests Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * More test coverage Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Address reviews Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Address review Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop bf16 test Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Address review Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * remove print Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add bf16 Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Jin Li <liji@nvidia.com> Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com> Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Micha Livne <michalivne@users.noreply.github.com> Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com> Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com> Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix BF16 test (#5162) Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix errors in speaker diarization nemo docs (#5153) * fix docs and docstrings for MSDD Signed-off-by: Taejin Park <tango4j@gmail.com> * fix nemo docs errors Signed-off-by: Taejin Park <tango4j@gmail.com> * reflected review comments Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add interleaved pipeline schedule to GPT (#5025) * add virtual pipeline size to config Signed-off-by: ericharper <complex451@gmail.com> * convert model to list of modules Signed-off-by: ericharper <complex451@gmail.com> * convert model to list of modules Signed-off-by: ericharper <complex451@gmail.com> * convert model to list of modules Signed-off-by: ericharper <complex451@gmail.com> * update for list of modules Signed-off-by: ericharper <complex451@gmail.com> * add virtual to init Signed-off-by: ericharper <complex451@gmail.com> * update first last stage embedding all reduce Signed-off-by: ericharper <complex451@gmail.com> * update sequence parallel all reduce for virtual models Signed-off-by: ericharper <complex451@gmail.com> * runs but we get an error Signed-off-by: ericharper <complex451@gmail.com> * set virtual rank 0 after looping Signed-off-by: ericharper <complex451@gmail.com> * account for virtual when determinining first and last pipeline stages Signed-off-by: ericharper <complex451@gmail.com> * checkpointing for virtual models in progress Signed-off-by: ericharper <complex451@gmail.com> * add checkpoint hooks Signed-off-by: ericharper <complex451@gmail.com> * working on validation when resuming Signed-off-by: ericharper <complex451@gmail.com> * skip sanity val steps by default in config Signed-off-by: ericharper <complex451@gmail.com> * remove comment Signed-off-by: ericharper <complex451@gmail.com> * log number of params Signed-off-by: ericharper <complex451@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * style Signed-off-by: ericharper <complex451@gmail.com> * check if self.model is a list Signed-off-by: ericharper <complex451@gmail.com> * make virtual pipeline default size None on init Signed-off-by: ericharper <complex451@gmail.com> * make virtual pipeline default to None in config Signed-off-by: ericharper <complex451@gmail.com> * remove ensure_divisibility call Signed-off-by: ericharper <complex451@gmail.com> * fix lgtm alerts Signed-off-by: ericharper <complex451@gmail.com> * remove num_sanity_val_steps from config Signed-off-by: ericharper <complex451@gmai…
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
What does this PR do ?
Allows export of Hybrid Models with either RNNT decoder (in two parts) or with CTC decoder as single encoder-decoder module.
Usage: python scripts/export.py file.nemo file.onnx --config decoder_type=[ctc|rnnt]
Collection: [ASR]
Changelog
Usage
python scripts/export.py file.nemo file.onnx --config decoder_type=[ctc|rnnt]
Add a code snippet demonstrating how to use this