Add updated fc ctc and rnnt xxl models #7128

nithinraok · 2023-07-28T21:16:39Z

What does this PR do ?

Add updated FC-XXL RNNT and CTC models

Collection: ASR

Changelog

Add pre trained models to code
Add to docs

Usage

# FC Transducer BPE models
from nemo.collections.asr.models import EncDecRNNTBPEModel 
fc_xxl_rnnt = EncDecRNNTBPEModel.from_pretrained('stt_en_fastconformer_transducer_xxlarge')

# FC CTC BPE models
from nemo.collections.asr.models import EncDecCTCModelBPE
fc_xxl_ctc = EncDecCTCModelBPE.from_pretrained('stt_en_fastconformer_ctc_xxlarge')

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PR Type:

New Feature
Bugfix
Documentation

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

titu1994

Nice !

* add updated fc xxl ctc and rnnt models Signed-off-by: Nithin Rao Koluguri <nithinraok> * add to docs Signed-off-by: Nithin Rao Koluguri <nithinraok> --------- Signed-off-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: Nithin Rao Koluguri <nithinraok>

Signed-off-by: jubick1337 <mattyson.so@gmail.com>

* Fix race condition when executing with multi-node where some ranks does not wait for setup (#7016) Signed-off-by: Kim Ngo <6362111+findkim@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Added bool types to neural_types export (#7032) Signed-off-by: tbartley94 <tbartley@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * rnnt and char utils (#6971) * rnnt_ngram_merge Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * char level bug Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Nikolay Karpov <karpnv@gmail.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: jubick1337 <mattyson.so@gmail.com> * fix tab text gen (#7022) (#7031) Signed-off-by: Yi Dong <yidong@nvidia.com> Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fixed kwargs for metric instance init Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fixed kwargs for metric instance init Signed-off-by: jubick1337 <mattyson.so@gmail.com> * removed kwagrs Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Updated config desc Signed-off-by: jubick1337 <mattyson.so@gmail.com> * ASR Confidence update and tutorial (#6810) * small fixes and tests Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * various fixes for the tutorial Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * tutorial added Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * for for a little oops after rebasement Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix tests Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * unused import removed Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * fix review comments Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * deprecated parameters for greedy configs Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * move re-assigning to configs Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * fix comments 2 Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * fix config tests Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * fix ece test (my env was bugged apparently) Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * renamings for confidence ensemble Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fox comments 3 Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * return dropped tutorial Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * CI flips back and forth, increasing tolerance Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> --------- Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * install_bs (#7019) (#7028) Signed-off-by: Nikolay Karpov <karpnv@gmail.com> Co-authored-by: Nikolay Karpov <karpnv@gmail.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * fixes for spellmapper (#6994) (#7000) Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> Co-authored-by: bene-ges <antonova_sasha@list.ru> Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * added back the retro documents (#7033) Signed-off-by: Yi Dong <yidong@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Remove pyyaml (#7052) (#7054) Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * st standalone model (#6969) * st standalone model Signed-off-by: AlexGrinch <grinchuk.alexey@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: AlexGrinch <grinchuk.alexey@gmail.com> * sacrebleu import fix, unused imports removed Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * import guard for nlp inside asr transformer bpe model Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * codeql fixes Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comments answered Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * import ordering fix Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * yttm for asr removed Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * logging added Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * added inference and translate method Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * remove pos emb from state dict for old models (#7068) * remove pos emb from state dict Signed-off-by: Evelina <ebakhturina@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * move to nlp_model Signed-off-by: Evelina <ebakhturina@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update comment Signed-off-by: Evelina <ebakhturina@nvidia.com> * fix nmt test Signed-off-by: Evelina <ebakhturina@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix nmt test Signed-off-by: Evelina <ebakhturina@nvidia.com> --------- Signed-off-by: Evelina <ebakhturina@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fix typo in ASR-TTS tutorial (#7049) Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fixed tutorial's name (#7047) Signed-off-by: Vitaly Lavrukhin <vlavrukhin@nvidia.com> Co-authored-by: Vladimir Bataev <vbataev@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fix documentation for Numba (#7065) (#7077) * Fix documentation for Numba * Update force float32 flag dynamically * Update force float32 flag dynamically * Fix nemo version --------- Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Update Frame-VAD doc and fix onnx export (#7076) * update fvad doc Signed-off-by: stevehuang52 <heh@nvidia.com> * fix typo Signed-off-by: stevehuang52 <heh@nvidia.com> * update fvad example Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * fix onnx export Signed-off-by: stevehuang52 <heh@nvidia.com> * update test Signed-off-by: stevehuang52 <heh@nvidia.com> * refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * update doc Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> --------- Signed-off-by: stevehuang52 <heh@nvidia.com> Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * memmap worker arg (#7062) * memmap worker arg 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 * 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 * update Signed-off-by: arendu <adithya.r@gmail.com> * update 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: jubick1337 <mattyson.so@gmail.com> * Fix caching bug in causal convolutions for cache-aware ASR models (#7034) (#7082) Co-authored-by: Vahid Noroozi <VahidooX@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fast Conformer global token fix (#7085) * old way Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * remove extra Signed-off-by: sam1373 <samuelkriman@gmail.com> * clean Signed-off-by: sam1373 <samuelkriman@gmail.com> * clean Signed-off-by: sam1373 <samuelkriman@gmail.com> * clean Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: sam1373 <samuelkriman@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Refined export_config (#7053) (#7066) * Refined export_config * Rolling back hierarchy change --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> Co-authored-by: Boris Fomitchev <borisfom@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * small Bugfix (#7081) * small Bugfix (#7079) * fix branch Signed-off-by: fayejf <fayejf07@gmail.com> * fix typo Signed-off-by: fayejf <fayejf07@gmail.com> * fix link Signed-off-by: fayejf <fayejf07@gmail.com> --------- Signed-off-by: fayejf <fayejf07@gmail.com> * Update tutorials/nlp/SpellMapper_English_ASR_Customization.ipynb Signed-off-by: Somshubra Majumdar <titu1994@gmail.com> * Update tutorials/nlp/SpellMapper_English_ASR_Customization.ipynb Signed-off-by: Somshubra Majumdar <titu1994@gmail.com> --------- Signed-off-by: fayejf <fayejf07@gmail.com> Signed-off-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Added script to extract ASR CTC and RNNT models from ASR hybrid models (#7092) * Added script to extract ctc and rnnt models from hybrid models 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 * Updated hybrid extraction script for review request 1 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 * Updated hybrid convert script to remove --cuda flag Signed-off-by: Daniel Egert <degert@nvidia.com> --------- Signed-off-by: Daniel Egert <degert@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Adding docs and models for multiple lookahead cache-aware ASR (#7067) (#7094) Signed-off-by: jubick1337 <mattyson.so@gmail.com> * update TTS readme (#7088) * update TTS readme 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: jubick1337 <mattyson.so@gmail.com> * Fix absolute path in path join call (#7099) Signed-off-by: Jan Beckmann <king-jan1999@hotmail.de> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Disable distopt contiguous param buffer by default (#7095) Signed-off-by: Tim Moon <tmoon@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * microphone demo (#7110) Signed-off-by: Linnea Pari Leaver <lleaver@lleaver-mlt.client.nvidia.com> Co-authored-by: Linnea Pari Leaver <lleaver@lleaver-mlt.client.nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * [Fix] load_state_dict in nlp_model.py (#7086) * Fix load_state_dict in nlp_model.py Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fix plot function in vad_utils.py (#7113) Fix plot function in vad_utils.py Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fixed small bug with NoisePerturbationWithNormalization (#7118) Signed-off-by: Daniel Egert <degert@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fix import guard checks (#7124) Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Revert "Fix import guard checks (#7124)" (#7125) This reverts commit a46e325. Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fix import guard checks (#7126) * Fix import guard checks 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 --------- Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Add updated fc ctc and rnnt xxl models (#7128) (#7130) Signed-off-by: jubick1337 <mattyson.so@gmail.com> * [TTS] Create EnCodec training recipe (#6852) * [TTS] Create EnCodec training recipe Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Update encodec recipe Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Rename EnCodec to AudioCodec Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Add EnCodec unit tests Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Add copyright header to distributed.py Signed-off-by: Ryan <rlangman@nvidia.com> --------- Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fix rank where torch.distributed may not be initialized yet and would not wait for tokenizer file caching (#7061) Signed-off-by: Kim Ngo <6362111+findkim@users.noreply.github.com> Co-authored-by: David <amosalla@asu.edu> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * fix default attention size (#7141) (#7143) Signed-off-by: jubick1337 <mattyson.so@gmail.com> * fix evaluator.py for various exceptions by ast (#7150) Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * [TTS][ZH] add Chinese TTS recipes based on IPA symbol sets. (#6893) * [TTS] add Chinese TTS recipe based on IPA. * add new pinyin and ipa dictionaries with 36 finals. * add yaml configs for 24-final pinyin and ipa. * add copyright header * add a directory level 24finals to discriminate from 36 finals. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * unify configs into a single one and add detailed comments providing supported candidates. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * choose 36-final IPA as default phoneme dict 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: jubick1337 <mattyson.so@gmail.com> * [TTS] Add output audio format to preprocessing (#6889) * [TTS] Add output audio format to preprocessing Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Add format validation Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Fix data tutorial Signed-off-by: Ryan <rlangman@nvidia.com> --------- Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * freeze (#7152) Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * make sure any empty segments are removed (#7155) Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Update RIR generation scripts (#6547) - fix: reduce room size if evaluation of params fails - added randomized mic placement - added diffuse noise generation - added an option to specify the format and subtype for saved audio Signed-off-by: Ante Jukić <ajukic@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * A quickstart speech enhancement tutorial (#6492) A simple example of training a model for speech enhancement task Signed-off-by: Ante Jukić <ajukic@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * NFA subtitle file config - specify colors and vertical alignment (#7160) * allow specifying colors of text in ASS subtitle file Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> * specify vertical_alignment instead of marginv in ass_file_config Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> * add documentation of CTMFileConfig and ASSFileConfig to NFA README Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> --------- Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Eagerly accumulate embedding grads into fp32 buffer (#6958) (#7153) Signed-off-by: Tim Moon <tmoon@nvidia.com> Co-authored-by: Tim Moon <4406448+timmoon10@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * TE bug fix (#7027) (#7036) Signed-off-by: Dmytro Pykhtar <dpykhtar@nvidia.com> Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * [TTS] Remove nested TTS configs (#7154) * [TTS] Remove nested TTS configs Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Modify tutorial to support multiple sampling rates Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Clarify min_duration unit Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Default 22.05kHz highfreq to null Signed-off-by: Ryan <rlangman@nvidia.com> --------- Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Merge release r1.20.0 to main (#7167) * update package info Signed-off-by: ericharper <complex451@gmail.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 typo and branch in tutorial (#7048) Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * fix syntax error introduced in PR-7079 (#7102) * fix syntax error introduced in PR-7079 Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> * fixes for pr review Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> --------- Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> * fix links for TN (#7117) Signed-off-by: Evelina <ebakhturina@nvidia.com> * update branch (#7135) Signed-off-by: ericharper <complex451@gmail.com> * Fixed main and merging this to r1.20 (#7127) * Fixed main and merging this to r1.20 Signed-off-by: Taejin Park <tango4j@gmail.com> * Update vad_utils.py Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> --------- Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Co-authored-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> * update branch Signed-off-by: ericharper <complex451@gmail.com> * fix version Signed-off-by: ericharper <complex451@gmail.com> * resolve conflict the other way Signed-off-by: ericharper <complex451@gmail.com> * keep both Signed-off-by: ericharper <complex451@gmail.com> * revert keep both Signed-off-by: ericharper <complex451@gmail.com> --------- Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> Signed-off-by: Nikolay Karpov <karpnv@gmail.com> Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> Signed-off-by: Evelina <ebakhturina@nvidia.com> Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Co-authored-by: Vladimir Bataev <vbataev@nvidia.com> Co-authored-by: Nikolay Karpov <karpnv@gmail.com> Co-authored-by: bene-ges <antonova_sasha@list.ru> Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com> Co-authored-by: Taejin Park <tango4j@gmail.com> Co-authored-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Upgrade to pytorch lightning 2.0 (#6433) * Upgrade pytorch lightning version in requirements Signed-off-by: Abhishree <abhishreetm@gmail.com> * Initial fixes for PTL2.0 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add further fixes to support lightning 2.0 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add replacements for replace_sampler_ddp, resume_from_checkpoint_fit_path and few occurances of validation_epoch_end Signed-off-by: Abhishree <abhishreetm@gmail.com> * Replace all occurances of validation_epoch_end to on_validation_epoch_end Signed-off-by: Abhishree <abhishreetm@gmail.com> * Replace training_epoch_end, test_epoch_end with on_train_epoch_end and on_test_epoch_end respectively Signed-off-by: Abhishree <abhishreetm@gmail.com> * Change logger=None to logger=False in Trainer object Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove PTL2.0 deprecated Trainer args from TrainerConfig dataclass Signed-off-by: Abhishree <abhishreetm@gmail.com> * Modify trainer.precision check and other small edits Signed-off-by: Abhishree <abhishreetm@gmail.com> * Replace logger=None with logger=False in test_ptl_stateless_timer.py Trainer Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add default values for args to fix Attribute Error Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add the following modifications 1) Remove outputs arg from on_validation_epoch_end, on_test_epoch_end and make it an arg of the class 2) Replace resume_from_checkpoint with ckpt_path as needed 3) Explicitly add accelerator as 'CPU' in UTs being run on CPU Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove outputs arg from on_validation_epoch_end, on_test_epoch_end Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove outputs arg in on_validation_epoch_end in MultiBinaryAccuracy docstrings Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add val, test outputs as instance vars in PunctuationCapitalizationModel and TokenClassificationModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Replace trainer.fit_loop.max_steps with trainer.fit_loop.epoch_loop.max_steps in test_optimizers_schedulers.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Revert an extra space that was mistakenly added Signed-off-by: Abhishree <abhishreetm@gmail.com> * Use self.validation_step_outputs and self.test_step_outputs in test_ema.py for uniformity Signed-off-by: Abhishree <abhishreetm@gmail.com> * Use self.validation_step_outputs and self.test_step_outputs in test_ptl_stateless_timer.py and check_for_ranks.py for uniformity Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add self.validation_step_outputs.clear() and self.test_step_outputs.clear() wherever missing Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove outputs arg from on_train_epoch_end Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove outputs from on_validation_epoch_end in multi_binary_acc.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove output args from on_validation_epoch_end in the docstrings of some ASR files Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove output args from on_validation_epoch_end and clear memory from validation_step_outputs Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add on_validation_epoch_end and remove outputs args for nlp models Signed-off-by: Abhishree <abhishreetm@gmail.com> * Append output of validation_step to validation_step_outputs in EncDecClassificationModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add the following changes 1) Index self.validation_step_outputs and self.test_step.outputs with dataloader_idx wherever needed 2) Initialize self.validation_step_outputs and self.test_step.outputs as empty lists and add support for multi dataloaders if they exist 3) Remove self.pre_configure_ddp from NLPDDPStrategy class as its removed in PTL 2.0 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add default value dataloader_idx=0 for on_validation_batch_end() in megatron_base_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * TypeCast precision to str in attention.py and utils_funcs.py to avoid TypeError Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add if condition check for multiple dataloaders when appending to validation outputs Signed-off-by: Abhishree <abhishreetm@gmail.com> * Separate validation pass to be used with both validation_step and test_step Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add if condition check for multiple dataloader while appending to test_step_outputs in punctuation_capitalization_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add condition check for multiple dataloaders based on type of trainer.val/test_dataloaders or self._validation/test_dl instead of len Signed-off-by: Abhishree <abhishreetm@gmail.com> * Comment Megatron T5 IA3 PP=2 in CI pipeline due to dataloader_iter issue with PTL 2.0 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Modify precision checks to account for 16-mixed and bf16-mixed Signed-off-by: Abhishree <abhishreetm@gmail.com> * Append output of validation/test_step to self.validation/test_step_outputs in CTCG2PModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Modify find_unused_parameters=True in g2p_heteronym model 1) Add find_unused_parameters=True for DDP strategy in g2p_heteronym_classification_train_and_evaluate.py 2) Remove args output in validation/test_step and add instance variables instead for heteronym_classification.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove outputs from on_test_epoch_end in DialogueGPTClassificationModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add validation/test outputs in sgdqa_model and modify dialogue_config.yaml Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add split arg self.test_step_outputs to TextClassificationModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add test_step_outputs to dialogue and text classification models Signed-off-by: Abhishree <abhishreetm@gmail.com> * Change condition check for multiple dataloaders: 1) Replace ds_item as list in dialogue_config.yaml 2) Check for len of val/test_dataloaders or validation/test_dl along with type check of list in sgdqa_model.py while appending outputs of validation/test_step 3) Check for len of _validation/test_dl for creating self.validation/test_step_outputs in ModelPT and punctuation_cpitalization_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add additional condition for multi dataloaders Check len(self.trainer.val/test_dataloaders) > 1 along with type(self.trainer.val/test_dataloaders) == list for multi dataloaders in validation/test_step Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add val step outputs and default val for dataloader_idx 1) Append validation_step outout to self.validation_step_outputs in MultiLabelIntentSlotClassificationMode 2) Add default val for dataloader_idx for on_test_batch_start/end in TimingCallback 3) Add self.validation/test_step_outputs in BERTQAModel and remove outputs arg Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add val/test_step_outputs to S2SQAModel and GPTQAModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Edit JenkinsFile for bert_pretrainig.py Edit Jenkinsfile for this test to disable validation as a workaround for trainer.val_dataloader None error Signed-off-by: Abhishree <abhishreetm@gmail.com> * Modify precision to support 16-mixed, bf16-mixed in megatron_gpt_pretraining.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add ddp_find_unused_parameters_true and remove output args 1) Add ddp_find_unused_parameters_true fro trainer.strategy in self_alignment_pretraining.py as it has unused parameters 2) Remove output args and add self.validation/test_step_outputs to validation/test_step in mt_enc_dec_model.py 3) Comment tests in JenkinsFile that need to be fixed Signed-off-by: Abhishree <abhishreetm@gmail.com> * Precision fix in megatron_nmt_training.py for 16-mixed, bf16-mixed Signed-off-by: Abhishree <abhishreetm@gmail.com> * Precision fix for megatron_bert_pretraining.py and megatron_bert_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Precision fix and validation/test_step_outputs 1) Add fix to account for 16-mixed and bf16-mixed in megatron_retro_mutransfer_pretrain.py, megatron_retro_pretraining.py 2) Reset ckpt_path for test in enc_dec_nmt.py 3) Remove outputs args and add validation/test_step_outputs in megatron_retrieval_model.py 4) Comment Megatron Bert Pretraining and Resume Training with Pipeline Paralleism and add back NMT Training Post-LN Signed-off-by: Abhishree <abhishreetm@gmail.com> * Precision fix and skip few failing tests Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add missing comment lines in JenkinsFile Signed-off-by: Abhishree <abhishreetm@gmail.com> * Comment jenkin tests and super().on_validation_epoch_end() in megatron_gpt_sft_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Minor edit JenkinsFile Signed-off-by: Abhishree <abhishreetm@gmail.com> * Minor edit in jenkins file Signed-off-by: Abhishree <abhishreetm@gmail.com> * Edit in Jenkins file Signed-off-by: Abhishree <abhishreetm@gmail.com> * Comment missed lines in Jenkins file Signed-off-by: Abhishree <abhishreetm@gmail.com> * Fix precision and validation/test outputs 1) Add precision fix to account for 16-mixed and bf16-mixed in megatron_t5_pretraining.py 2) Remove outputs args and add append loss to self.validation/test_step_outputs in megatron_lm_encoder_decoder_model.py 3) Add back resume_from_checkpoint in the megatron_t5_config.yaml 4) Comment out certain tests in Jenkins file Signed-off-by: Abhishree <abhishreetm@gmail.com> * Fix precision and validation/test/predict errors in megatron_t5_prompt_learning.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Precision fix and edit precision typo in all files 1) Account for 16-mixed and bf16-mixed in megatron_bart_pretraining.py and megatron_t5_seq2seq_finetune.py 2) Fix precision typo in all files Signed-off-by: Abhishree <abhishreetm@gmail.com> * Fix all CI TTS tests and comment few Jenkins tests Signed-off-by: Abhishree <abhishreetm@gmail.com> * Combine xx_epoch_end and on_xx_epoch_end Add on_inference_epoch_end to inference_epoch_end function and have a single on_validation/test_epoch_end in megatron_finetune_model.py and megatron_gpt_sft_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add a missing comment in JenkinsFile Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add try except StopIteration in validation_step for models with dataloader_iter Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove pyyaml from requirements Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add try except for inference_step in megatron_finetune_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove limit_val_batches for mockGPTDataset test Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add new self.validation_step_outputs for MegatronGPTSFTModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Minor edit Jenkinsfile Signed-off-by: Abhishree <abhishreetm@gmail.com> * Initialize self.validation/test_step_outputs in megatron_gpt_sft_model.py Initialize self.validation/test_step_outputs in setup of MegatronGPTSFTModel to take care of cases when datalaoders are not setup in ModelPT for example while restoring the model. Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove resume_from_checkpoint if trainer arg in conf yaml files Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove resume_from_checkpoint as trainer arg in GPT, T5 configs Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove resume_from_checkpoint in duplex_tn_config.yaml Signed-off-by: Abhishree <abhishreetm@gmail.com> * Fix typos, unused imports and refactor code to remove redundant funcs Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove commented code in megatron_nmt_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Fix overriden functions to match parent class functions Signed-off-by: Abhishree <abhishreetm@gmail.com> * Prefetch dataloader_iter to prevent hang for PP>1 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Override setup() in NLPDDPStrategy to avoid hang during predict with PP>1 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Uncomment tests in JenkinsFile Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add '16' to precision checks and other minor fixes Signed-off-by: Abhishree <abhishreetm@gmail.com> * Clear validation/test_step_outputs with dataloader_idx for multi dataloaders Signed-off-by: Abhishree <abhishreetm@gmail.com> * Minor edits Signed-off-by: Abhishree <abhishreetm@gmail.com> * Modify precision checks to avoid indexing Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove self.validation_step_outputs_sft and add dataloader_idx to clear outputs Signed-off-by: Abhishree <abhishreetm@gmail.com> * Reference checkpoint with trainer.ckpt_path Signed-off-by: Abhishree <abhishreetm@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add _prefetch to NLPModel and minor fixes Signed-off-by: Abhishree <abhishreetm@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add limit_val_batches in JenkinsFile for NMT 1) Add trainer.limit_val_batches in Megatron NMT Training TP=2 2) Remove unused import in ModelPT Signed-off-by: Abhishree <abhishreetm@gmail.com> --------- Signed-off-by: Abhishree <abhishreetm@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Include the scripts for preprocessing OAST and unit tests for chat sft datasets (#7112) * scripts for sft Signed-off-by: Yi Dong <yidong@nvidia.com> * fix style Signed-off-by: Yi Dong <yidong@nvidia.com> * adde special token only for huggingface model Signed-off-by: Yi Dong <yidong@nvidia.com> * change default name Signed-off-by: Yi Dong <yidong@nvidia.com> * print out error datapoint content Signed-off-by: Yi Dong <yidong@nvidia.com> * show error id Signed-off-by: Yi Dong <yidong@nvidia.com> * annotation script working Signed-off-by: Yi Dong <yidong@nvidia.com> * try to be compatible with huggingface tokenizer Signed-off-by: Yi Dong <yidong@nvidia.com> * added examples Signed-off-by: Yi Dong <yidong@nvidia.com> * added lang Signed-off-by: Yi Dong <yidong@nvidia.com> * added lang Signed-off-by: Yi Dong <yidong@nvidia.com> * text to value special case Signed-off-by: Yi Dong <yidong@nvidia.com> * configure the slider Signed-off-by: Yi Dong <yidong@nvidia.com> * annoatation handles lang Signed-off-by: Yi Dong <yidong@nvidia.com> * added the unit test for chat sft dataset Signed-off-by: Yi Dong <yidong@nvidia.com> * used the file in the test dir Signed-off-by: Yi Dong <yidong@nvidia.com> * fix json error Signed-off-by: Yi Dong <yidong@nvidia.com> * load local tokenizer Signed-off-by: Yi Dong <yidong@nvidia.com> * remove mask count check Signed-off-by: Yi Dong <yidong@nvidia.com> * added HF dataset backend Signed-off-by: Yi Dong <yidong@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Yi Dong <yidong@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * add paths to labeler. (#7087) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Kim Ngo <6362111+findkim@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> Signed-off-by: tbartley94 <tbartley@nvidia.com> Signed-off-by: Nikolay Karpov <karpnv@gmail.com> Signed-off-by: Yi Dong <yidong@nvidia.com> Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> Signed-off-by: Evelina <ebakhturina@nvidia.com> Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> Signed-off-by: Vitaly Lavrukhin <vlavrukhin@nvidia.com> Signed-off-by: stevehuang52 <heh@nvidia.com> Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: sam1373 <samuelkriman@gmail.com> Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> Signed-off-by: fayejf <fayejf07@gmail.com> Signed-off-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: Daniel Egert <degert@nvidia.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Jan Beckmann <king-jan1999@hotmail.de> Signed-off-by: Tim Moon <tmoon@nvidia.com> Signed-off-by: Linnea Pari Leaver <lleaver@lleaver-mlt.client.nvidia.com> Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Signed-off-by: Ante Jukić <ajukic@nvidia.com> Signed-off-by: Dmytro Pykhtar <dpykhtar@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: Abhishree <abhishreetm@gmail.com> Co-authored-by: Kim Ngo <6362111+findkim@users.noreply.github.com> Co-authored-by: tbartley94 <90423858+tbartley94@users.noreply.github.com> Co-authored-by: Nikolay Karpov <karpnv@gmail.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> 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: Aleksandr Laptev <alaptev@nvidia.com> Co-authored-by: bene-ges <antonova_sasha@list.ru> Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com> Co-authored-by: Aleksey Grinchuk (Oleksii Hrinchuk) <grinchuk.alexey@gmail.com> Co-authored-by: Vladimir Bataev <vbataev@nvidia.com> Co-authored-by: Vitaly Lavrukhin <vlavrukhin@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com> Co-authored-by: Adi Renduchintala <adithyare@nvidia.com> Co-authored-by: Vahid Noroozi <VahidooX@users.noreply.github.com> Co-authored-by: Samuel Kriman <samuelkriman@gmail.com> Co-authored-by: Boris Fomitchev <borisfom@users.noreply.github.com> Co-authored-by: trias702 <25867060+trias702@users.noreply.github.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Jan Beckmann <king-jan1999@hotmail.de> Co-authored-by: Tim Moon <4406448+timmoon10@users.noreply.github.com> Co-authored-by: lleaver <137942999+lleaver@users.noreply.github.com> Co-authored-by: Linnea Pari Leaver <lleaver@lleaver-mlt.client.nvidia.com> Co-authored-by: Ryan Langman <rlangman@nvidia.com> Co-authored-by: David <amosalla@asu.edu> Co-authored-by: Elena Rastorgueva <80532067+erastorgueva-nv@users.noreply.github.com> Co-authored-by: anteju <108555623+anteju@users.noreply.github.com> Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com> Co-authored-by: Taejin Park <tango4j@gmail.com> Co-authored-by: Abhishree Thittenamane <47577437+athitten@users.noreply.github.com>

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

* Fix race condition when executing with multi-node where some ranks does not wait for setup (NVIDIA#7016) Signed-off-by: Kim Ngo <6362111+findkim@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Added bool types to neural_types export (NVIDIA#7032) Signed-off-by: tbartley94 <tbartley@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * rnnt and char utils (NVIDIA#6971) * rnnt_ngram_merge Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * char level bug Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Nikolay Karpov <karpnv@gmail.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: jubick1337 <mattyson.so@gmail.com> * fix tab text gen (NVIDIA#7022) (NVIDIA#7031) Signed-off-by: Yi Dong <yidong@nvidia.com> Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fixed kwargs for metric instance init Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fixed kwargs for metric instance init Signed-off-by: jubick1337 <mattyson.so@gmail.com> * removed kwagrs Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Updated config desc Signed-off-by: jubick1337 <mattyson.so@gmail.com> * ASR Confidence update and tutorial (NVIDIA#6810) * small fixes and tests Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * various fixes for the tutorial Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * tutorial added Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * for for a little oops after rebasement Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix tests Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * unused import 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--------- Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * install_bs (NVIDIA#7019) (NVIDIA#7028) Signed-off-by: Nikolay Karpov <karpnv@gmail.com> Co-authored-by: Nikolay Karpov <karpnv@gmail.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * fixes for spellmapper (NVIDIA#6994) (NVIDIA#7000) Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> Co-authored-by: bene-ges <antonova_sasha@list.ru> Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * added back the retro documents (NVIDIA#7033) Signed-off-by: Yi Dong <yidong@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Remove pyyaml (NVIDIA#7052) (NVIDIA#7054) Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: jubick1337 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<grinchuk.alexey@gmail.com> * logging added Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * added inference and translate method Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * remove pos emb from state dict for old models (NVIDIA#7068) * remove pos emb from state dict Signed-off-by: Evelina <ebakhturina@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * move to nlp_model Signed-off-by: Evelina <ebakhturina@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update comment Signed-off-by: Evelina <ebakhturina@nvidia.com> * fix nmt test 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<adithya.r@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 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 * update Signed-off-by: arendu <adithya.r@gmail.com> * update 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: jubick1337 <mattyson.so@gmail.com> * Fix caching bug in causal convolutions for cache-aware ASR models (NVIDIA#7034) (NVIDIA#7082) Co-authored-by: Vahid Noroozi <VahidooX@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fast Conformer global token fix (NVIDIA#7085) * old way Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * remove extra Signed-off-by: sam1373 <samuelkriman@gmail.com> * clean Signed-off-by: sam1373 <samuelkriman@gmail.com> * clean Signed-off-by: sam1373 <samuelkriman@gmail.com> * clean Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: sam1373 <samuelkriman@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Refined export_config (NVIDIA#7053) (NVIDIA#7066) * Refined 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Signed-off-by: jubick1337 <mattyson.so@gmail.com> * update TTS readme (NVIDIA#7088) * update TTS readme 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: jubick1337 <mattyson.so@gmail.com> * Fix absolute path in path join call (NVIDIA#7099) Signed-off-by: Jan Beckmann <king-jan1999@hotmail.de> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Disable distopt contiguous param buffer by default (NVIDIA#7095) Signed-off-by: Tim Moon <tmoon@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * microphone demo (NVIDIA#7110) Signed-off-by: Linnea Pari Leaver <lleaver@lleaver-mlt.client.nvidia.com> Co-authored-by: Linnea Pari Leaver <lleaver@lleaver-mlt.client.nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * [Fix] load_state_dict in nlp_model.py (NVIDIA#7086) * Fix load_state_dict in nlp_model.py Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fix plot function in vad_utils.py (NVIDIA#7113) Fix plot function in vad_utils.py Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fixed small bug with NoisePerturbationWithNormalization (NVIDIA#7118) Signed-off-by: Daniel Egert <degert@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fix import guard checks (NVIDIA#7124) Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Revert "Fix import guard checks (NVIDIA#7124)" (NVIDIA#7125) This reverts commit a46e325. Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fix import guard checks (NVIDIA#7126) * Fix import guard checks 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 --------- Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Add updated fc ctc and rnnt xxl models (NVIDIA#7128) (NVIDIA#7130) Signed-off-by: jubick1337 <mattyson.so@gmail.com> * [TTS] Create EnCodec training recipe (NVIDIA#6852) * [TTS] Create EnCodec training recipe Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Update encodec recipe Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Rename EnCodec to AudioCodec Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Add EnCodec unit tests Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Add copyright header to distributed.py Signed-off-by: Ryan <rlangman@nvidia.com> --------- Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fix rank where torch.distributed may not be initialized yet and would not wait for tokenizer file caching (NVIDIA#7061) Signed-off-by: Kim Ngo <6362111+findkim@users.noreply.github.com> Co-authored-by: David <amosalla@asu.edu> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * fix default attention size (NVIDIA#7141) (NVIDIA#7143) Signed-off-by: jubick1337 <mattyson.so@gmail.com> * fix evaluator.py for various exceptions by ast (NVIDIA#7150) Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * [TTS][ZH] add Chinese TTS recipes based on IPA symbol sets. (NVIDIA#6893) * [TTS] add Chinese TTS recipe based on IPA. * add new pinyin and ipa dictionaries with 36 finals. * add yaml configs for 24-final pinyin and ipa. * add copyright header * add a directory level 24finals to discriminate from 36 finals. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * unify configs into a single one and add detailed comments providing supported candidates. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * choose 36-final IPA as default phoneme dict 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: jubick1337 <mattyson.so@gmail.com> * [TTS] Add output audio format to preprocessing (NVIDIA#6889) * [TTS] Add output audio format to preprocessing Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Add format validation Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Fix data tutorial Signed-off-by: Ryan <rlangman@nvidia.com> --------- Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * freeze (NVIDIA#7152) Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * make sure any empty segments are removed (NVIDIA#7155) Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Update RIR generation scripts (NVIDIA#6547) - fix: reduce room size if evaluation of params fails - added randomized mic placement - added diffuse noise generation - added an option to specify the format and subtype for saved audio Signed-off-by: Ante Jukić <ajukic@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * A quickstart speech enhancement tutorial (NVIDIA#6492) A simple example of training a model for speech enhancement task Signed-off-by: Ante Jukić <ajukic@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * NFA subtitle file config - specify colors and vertical alignment (NVIDIA#7160) * allow specifying colors of text in ASS subtitle file Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> * specify vertical_alignment instead of marginv in ass_file_config Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> * add documentation of CTMFileConfig and ASSFileConfig to NFA README Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> --------- Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Eagerly accumulate embedding grads into fp32 buffer (NVIDIA#6958) (NVIDIA#7153) Signed-off-by: Tim Moon <tmoon@nvidia.com> Co-authored-by: Tim Moon <4406448+timmoon10@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * TE bug fix (NVIDIA#7027) (NVIDIA#7036) Signed-off-by: Dmytro Pykhtar <dpykhtar@nvidia.com> Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * [TTS] Remove nested TTS configs (NVIDIA#7154) * [TTS] Remove nested TTS configs Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Modify tutorial to support multiple sampling rates Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Clarify min_duration unit Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Default 22.05kHz highfreq to null Signed-off-by: Ryan <rlangman@nvidia.com> --------- Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Merge release r1.20.0 to main (NVIDIA#7167) * update package info Signed-off-by: ericharper <complex451@gmail.com> * Add ASR with TTS Tutorial. 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--------- Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Co-authored-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> * update branch Signed-off-by: ericharper <complex451@gmail.com> * fix version Signed-off-by: ericharper <complex451@gmail.com> * resolve conflict the other way Signed-off-by: ericharper <complex451@gmail.com> * keep both Signed-off-by: ericharper <complex451@gmail.com> * revert keep both Signed-off-by: ericharper <complex451@gmail.com> --------- Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> Signed-off-by: Nikolay Karpov <karpnv@gmail.com> Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> Signed-off-by: Evelina <ebakhturina@nvidia.com> Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Co-authored-by: Vladimir Bataev <vbataev@nvidia.com> Co-authored-by: Nikolay Karpov <karpnv@gmail.com> Co-authored-by: bene-ges <antonova_sasha@list.ru> Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com> Co-authored-by: Taejin Park <tango4j@gmail.com> Co-authored-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Upgrade to pytorch lightning 2.0 (NVIDIA#6433) * Upgrade pytorch lightning version in requirements Signed-off-by: Abhishree <abhishreetm@gmail.com> * Initial fixes for PTL2.0 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add further fixes to support lightning 2.0 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add replacements for replace_sampler_ddp, resume_from_checkpoint_fit_path and few occurances of validation_epoch_end Signed-off-by: Abhishree <abhishreetm@gmail.com> * Replace all occurances of validation_epoch_end to on_validation_epoch_end Signed-off-by: Abhishree <abhishreetm@gmail.com> * Replace 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<abhishreetm@gmail.com> * Add self.validation_step_outputs.clear() and self.test_step_outputs.clear() wherever missing Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove outputs arg from on_train_epoch_end Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove outputs from on_validation_epoch_end in multi_binary_acc.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove output args from on_validation_epoch_end in the docstrings of some ASR files Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove output args from on_validation_epoch_end and clear memory from validation_step_outputs Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add on_validation_epoch_end and remove outputs args for nlp models Signed-off-by: Abhishree <abhishreetm@gmail.com> * Append output of validation_step to validation_step_outputs in EncDecClassificationModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add the following changes 1) Index self.validation_step_outputs and 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Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add condition check for multiple dataloaders based on type of trainer.val/test_dataloaders or self._validation/test_dl instead of len Signed-off-by: Abhishree <abhishreetm@gmail.com> * Comment Megatron T5 IA3 PP=2 in CI pipeline due to dataloader_iter issue with PTL 2.0 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Modify precision checks to account for 16-mixed and bf16-mixed Signed-off-by: Abhishree <abhishreetm@gmail.com> * Append output of validation/test_step to self.validation/test_step_outputs in CTCG2PModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Modify find_unused_parameters=True in g2p_heteronym model 1) Add find_unused_parameters=True for DDP strategy in g2p_heteronym_classification_train_and_evaluate.py 2) Remove args output in validation/test_step and add instance variables instead for heteronym_classification.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove outputs from on_test_epoch_end in DialogueGPTClassificationModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add validation/test outputs in sgdqa_model and modify dialogue_config.yaml Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add split arg self.test_step_outputs to TextClassificationModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add test_step_outputs to dialogue and text classification models Signed-off-by: Abhishree <abhishreetm@gmail.com> * Change condition check for multiple dataloaders: 1) Replace ds_item as list in dialogue_config.yaml 2) Check for len of val/test_dataloaders or validation/test_dl along with type check of list in sgdqa_model.py while appending outputs of validation/test_step 3) Check for len of _validation/test_dl for creating self.validation/test_step_outputs in ModelPT and punctuation_cpitalization_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add additional condition for multi dataloaders Check len(self.trainer.val/test_dataloaders) > 1 along with 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* migrated class Signed-off-by: dorotat <dorotat@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: dorotat <dorotat@nvidia.com> * added unit test Signed-off-by: dorotat <dorotat@nvidia.com> * memmap worker arg (#7062) * memmap worker arg 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 * 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 * update Signed-off-by: arendu <adithya.r@gmail.com> * update 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: dorotat <dorotat@nvidia.com> * Fix caching bug in causal convolutions for cache-aware ASR models (#7034) (#7082) 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information, see https://pre-commit.ci --------- Signed-off-by: sam1373 <samuelkriman@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: dorotat <dorotat@nvidia.com> * Refined export_config (#7053) (#7066) * Refined export_config * Rolling back hierarchy change --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> Co-authored-by: Boris Fomitchev <borisfom@users.noreply.github.com> Signed-off-by: dorotat <dorotat@nvidia.com> * small Bugfix (#7081) * small Bugfix (#7079) * fix branch Signed-off-by: fayejf <fayejf07@gmail.com> * fix typo Signed-off-by: fayejf <fayejf07@gmail.com> * fix link Signed-off-by: fayejf <fayejf07@gmail.com> --------- Signed-off-by: fayejf <fayejf07@gmail.com> * Update tutorials/nlp/SpellMapper_English_ASR_Customization.ipynb Signed-off-by: Somshubra Majumdar <titu1994@gmail.com> * Update tutorials/nlp/SpellMapper_English_ASR_Customization.ipynb Signed-off-by: Somshubra Majumdar <titu1994@gmail.com> --------- Signed-off-by: fayejf <fayejf07@gmail.com> Signed-off-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: dorotat <dorotat@nvidia.com> * Added script to extract ASR CTC and RNNT models from ASR hybrid models (#7092) * Added script to extract ctc and rnnt models from hybrid models 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 * Updated hybrid extraction script for review request 1 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 * Updated hybrid convert script to remove --cuda flag Signed-off-by: Daniel Egert <degert@nvidia.com> --------- Signed-off-by: Daniel Egert <degert@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: dorotat <dorotat@nvidia.com> * Adding docs and models for multiple lookahead cache-aware ASR (#7067) (#7094) Signed-off-by: dorotat <dorotat@nvidia.com> * update TTS readme (#7088) * update TTS readme 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: dorotat <dorotat@nvidia.com> * Fix absolute path in path join call (#7099) Signed-off-by: Jan Beckmann <king-jan1999@hotmail.de> Signed-off-by: dorotat <dorotat@nvidia.com> * Disable distopt contiguous param buffer by default (#7095) Signed-off-by: Tim Moon <tmoon@nvidia.com> Signed-off-by: dorotat <dorotat@nvidia.com> * microphone demo (#7110) Signed-off-by: Linnea Pari Leaver <lleaver@lleaver-mlt.client.nvidia.com> Co-authored-by: Linnea Pari Leaver <lleaver@lleaver-mlt.client.nvidia.com> Signed-off-by: dorotat <dorotat@nvidia.com> * [Fix] load_state_dict in nlp_model.py (#7086) * Fix load_state_dict in nlp_model.py Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: dorotat <dorotat@nvidia.com> * Fix plot function in vad_utils.py (#7113) Fix plot function in vad_utils.py Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Signed-off-by: dorotat <dorotat@nvidia.com> * Fixed small bug with NoisePerturbationWithNormalization (#7118) Signed-off-by: Daniel Egert <degert@nvidia.com> Signed-off-by: dorotat <dorotat@nvidia.com> * Fix import guard checks (#7124) Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: dorotat <dorotat@nvidia.com> * Revert "Fix import guard checks (#7124)" (#7125) This reverts commit a46e3251944642f9102aa16ce2d2f9d3a804ff8a. Signed-off-by: dorotat <dorotat@nvidia.com> * Fix import guard checks (#7126) * Fix import guard checks 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 --------- Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: dorotat <dorotat@nvidia.com> * Add updated fc ctc and rnnt xxl models (#7128) (#7130) Signed-off-by: dorotat <dorotat@nvidia.com> * [TTS] Create EnCodec training recipe (#6852) * [TTS] Create EnCodec training recipe Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Update encodec recipe Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Rename EnCodec to AudioCodec Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Add EnCodec unit tests Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Add copyright header to distributed.py Signed-off-by: Ryan <rlangman@nvidia.com> --------- Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: dorotat <dorotat@nvidia.com> * Fix rank where torch.distributed may not be initialized yet and would not wait for tokenizer file caching (#7061) Signed-off-by: Kim Ngo <6362111+findkim@users.noreply.github.com> Co-authored-by: David <amosalla@asu.edu> Signed-off-by: dorotat <dorotat@nvidia.com> * fix default attention size (#7141) (#7143) Signed-off-by: dorotat <dorotat@nvidia.com> * fix evaluator.py for various exceptions by ast (#7150) Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Signed-off-by: dorotat <dorotat@nvidia.com> * [TTS][ZH] add Chinese TTS recipes based on IPA symbol sets. (#6893) * [TTS] add Chinese TTS recipe based on IPA. * add new pinyin and ipa dictionaries with 36 finals. * add yaml configs for 24-final pinyin and ipa. * add copyright header * add a directory level 24finals to discriminate from 36 finals. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * unify configs into a single one and add detailed comments providing supported candidates. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * choose 36-final IPA as default phoneme dict 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: dorotat <dorotat@nvidia.com> * [TTS] Add output audio format to preprocessing (#6889) * [TTS] Add output audio format to preprocessing Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Add format validation Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Fix data tutorial Signed-off-by: Ryan <rlangman@nvidia.com> --------- Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: dorotat <dorotat@nvidia.com> * freeze (#7152) Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: dorotat <dorotat@nvidia.com> * make sure any empty segments are removed (#7155) Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Signed-off-by: dorotat <dorotat@nvidia.com> * Update RIR generation scripts (#6547) - fix: reduce room size if evaluation of params fails - added randomized mic placement - added diffuse noise generation - added an option to specify the format and subtype for saved audio Signed-off-by: Ante Jukić <ajukic@nvidia.com> Signed-off-by: dorotat <dorotat@nvidia.com> * A quickstart speech enhancement tutorial (#6492) A simple example of training a model for speech enhancement task Signed-off-by: Ante Jukić <ajukic@nvidia.com> Signed-off-by: dorotat <dorotat@nvidia.com> * NFA subtitle file config - specify colors and vertical alignment (#7160) * allow specifying colors of text in ASS subtitle file Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> * specify vertical_alignment instead of marginv in ass_file_config Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> * add documentation of CTMFileConfig and ASSFileConfig to NFA README Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> --------- Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Signed-off-by: dorotat <dorotat@nvidia.com> * Eagerly accumulate embedding grads into fp32 buffer (#6958) (#7153) Signed-off-by: Tim Moon <tmoon@nvidia.com> Co-authored-by: Tim Moon <4406448+timmoon10@users.noreply.github.com> Signed-off-by: dorotat <dorotat@nvidia.com> * TE bug fix (#7027) (#7036) Signed-off-by: Dmytro Pykhtar <dpykhtar@nvidia.com> Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com> Signed-off-by: dorotat <dorotat@nvidia.com> * [TTS] Remove nested TTS configs (#7154) * [TTS] Remove nested TTS configs Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Modify tutorial to support multiple sampling rates Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Clarify min_duration unit Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Default 22.05kHz highfreq to null Signed-off-by: Ryan <rlangman@nvidia.com> --------- Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: dorotat <dorotat@nvidia.com> * Merge release r1.20.0 to main (#7167) * update package info Signed-off-by: ericharper <complex451@gmail.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 typo and branch in tutorial (#7048) Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * fix syntax error introduced in PR-7079 (#7102) * fix syntax error introduced in PR-7079 Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> * fixes for pr review Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> --------- Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> * fix links for TN (#7117) Signed-off-by: Evelina <ebakhturina@nvidia.com> * update branch (#7135) Signed-off-by: ericharper <complex451@gmail.com> * Fixed main and merging this to r1.20 (#7127) * Fixed main and merging this to r1.20 Signed-off-by: Taejin Park <tango4j@gmail.com> * Update vad_utils.py Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> --------- Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Co-authored-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> * update branch Signed-off-by: ericharper <complex451@gmail.com> * fix version Signed-off-by: ericharper <complex451@gmail.com> * resolve conflict the other way Signed-off-by: ericharper <complex451@gmail.com> * keep both Signed-off-by: ericharper <complex451@gmail.com> * revert keep both Signed-off-by: ericharper <complex451@gmail.com> --------- Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> Signed-off-by: Nikolay Karpov <karpnv@gmail.com> Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> Signed-off-by: Evelina <ebakhturina@nvidia.com> Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Co-authored-by: Vladimir Bataev <vbataev@nvidia.com> Co-authored-by: Nikolay 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self.validation_step_outputs and self.test_step.outputs as empty lists and add support for multi dataloaders if they exist 3) Remove self.pre_configure_ddp from NLPDDPStrategy class as its removed in PTL 2.0 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add default value dataloader_idx=0 for on_validation_batch_end() in megatron_base_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * TypeCast precision to str in attention.py and utils_funcs.py to avoid TypeError Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add if condition check for multiple dataloaders when appending to validation outputs Signed-off-by: Abhishree <abhishreetm@gmail.com> * Separate validation pass to be used with both validation_step and test_step Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add if condition check for multiple dataloader while appending to test_step_outputs in punctuation_capitalization_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add condition check for multiple dataloaders based on type of trainer.val/test_dataloaders or self._validation/test_dl instead of len Signed-off-by: Abhishree <abhishreetm@gmail.com> * Comment Megatron T5 IA3 PP=2 in CI pipeline due to dataloader_iter issue with PTL 2.0 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Modify precision checks to account for 16-mixed and bf16-mixed Signed-off-by: Abhishree <abhishreetm@gmail.com> * Append output of validation/test_step to self.validation/test_step_outputs in CTCG2PModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Modify find_unused_parameters=True in g2p_heteronym model 1) Add find_unused_parameters=True for DDP strategy in g2p_heteronym_classification_train_and_evaluate.py 2) Remove args output in validation/test_step and add instance variables instead for heteronym_classification.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove outputs from on_test_epoch_end in DialogueGPTClassificationModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add validation/test outputs in sgdqa_model and modify dialogue_config.yaml Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add split arg self.test_step_outputs to TextClassificationModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add test_step_outputs to dialogue and text classification models Signed-off-by: Abhishree <abhishreetm@gmail.com> * Change condition check for multiple dataloaders: 1) Replace ds_item as list in dialogue_config.yaml 2) Check for len of val/test_dataloaders or validation/test_dl along with type check of list in sgdqa_model.py while appending outputs of validation/test_step 3) Check for len of _validation/test_dl for creating self.validation/test_step_outputs in ModelPT and punctuation_cpitalization_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add additional condition for multi dataloaders Check len(self.trainer.val/test_dataloaders) > 1 along with type(self.trainer.val/test_dataloaders) == list for multi 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(#7087) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: dorotat <dorotat@nvidia.com> * T5 metrics fix (#7037) * Fix race condition when executing with multi-node where some ranks does not wait for setup (#7016) Signed-off-by: Kim Ngo <6362111+findkim@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Added bool types to neural_types export (#7032) Signed-off-by: tbartley94 <tbartley@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * rnnt and char utils (#6971) * rnnt_ngram_merge Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * char level bug Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Nikolay Karpov <karpnv@gmail.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: jubick1337 <mattyson.so@gmail.com> * fix tab text gen (#7022) (#7031) Signed-off-by: Yi Dong <yidong@nvidia.com> Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fixed kwargs for metric instance init Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fixed kwargs for metric instance init Signed-off-by: jubick1337 <mattyson.so@gmail.com> * removed kwagrs Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Updated config desc Signed-off-by: jubick1337 <mattyson.so@gmail.com> * ASR Confidence update and tutorial (#6810) * small fixes and tests Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * various fixes for the tutorial Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * tutorial added Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * for for a little oops after rebasement Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for 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Laptev <alaptev@nvidia.com> * CI flips back and forth, increasing tolerance Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> --------- Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * install_bs (#7019) (#7028) Signed-off-by: Nikolay Karpov <karpnv@gmail.com> Co-authored-by: Nikolay Karpov <karpnv@gmail.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * fixes for spellmapper (#6994) (#7000) Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> Co-authored-by: bene-ges <antonova_sasha@list.ru> Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * added back the retro documents (#7033) Signed-off-by: Yi Dong <yidong@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Remove pyyaml (#7052) (#7054) Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * st standalone model (#6969) * st standalone model Signed-off-by: AlexGrinch <grinchuk.alexey@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: AlexGrinch <grinchuk.alexey@gmail.com> * sacrebleu import fix, unused imports removed Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * import guard for nlp inside asr transformer bpe model Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * codeql fixes Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comments answered Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * import ordering fix Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * yttm for asr removed Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * logging added Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * added inference and translate method Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * remove pos emb from state dict for old models (#7068) * remove pos emb from state dict Signed-off-by: Evelina <ebakhturina@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * move to nlp_model Signed-off-by: Evelina <ebakhturina@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update comment Signed-off-by: Evelina <ebakhturina@nvidia.com> * fix nmt test Signed-off-by: Evelina <ebakhturina@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix nmt test Signed-off-by: Evelina <ebakhturina@nvidia.com> --------- Signed-off-by: Evelina <ebakhturina@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fix typo in ASR-TTS tutorial (#7049) Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fixed tutorial's name (#7047) Signed-off-by: Vitaly Lavrukhin <vlavrukhin@nvidia.com> Co-authored-by: Vladimir Bataev <vbataev@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fix documentation for Numba (#7065) (#7077) * Fix documentation for Numba * Update force float32 flag dynamically * Update force float32 flag dynamically * Fix nemo version --------- Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Update Frame-VAD doc and fix onnx export (#7076) * update fvad doc Signed-off-by: stevehuang52 <heh@nvidia.com> * fix typo Signed-off-by: stevehuang52 <heh@nvidia.com> * update fvad example Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * fix onnx export Signed-off-by: stevehuang52 <heh@nvidia.com> * update test Signed-off-by: stevehuang52 <heh@nvidia.com> * refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * update doc Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> --------- Signed-off-by: stevehuang52 <heh@nvidia.com> Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * memmap worker arg (#7062) * memmap worker arg 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 * 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 * update Signed-off-by: arendu <adithya.r@gmail.com> * update 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: jubick1337 <mattyson.so@gmail.com> * Fix caching bug in causal convolutions for cache-aware ASR models (#7034) (#7082) Co-authored-by: Vahid Noroozi <VahidooX@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fast Conformer global token fix (#7085) * old way Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * remove extra Signed-off-by: sam1373 <samuelkriman@gmail.com> * clean Signed-off-by: sam1373 <samuelkriman@gmail.com> * clean Signed-off-by: sam1373 <samuelkriman@gmail.com> * clean Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: sam1373 <samuelkriman@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Refined export_config (#7053) (#7066) * Refined export_config * Rolling back hierarchy change --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> Co-authored-by: Boris Fomitchev <borisfom@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * small Bugfix (#7081) * small Bugfix (#7079) * fix branch Signed-off-by: fayejf <fayejf07@gmail.com> * fix typo Signed-off-by: fayejf <fayejf07@gmail.com> * fix link Signed-off-by: fayejf <fayejf07@gmail.com> --------- Signed-off-by: fayejf <fayejf07@gmail.com> * Update tutorials/nlp/SpellMapper_English_ASR_Customization.ipynb Signed-off-by: Somshubra Majumdar <titu1994@gmail.com> * Update tutorials/nlp/SpellMapper_English_ASR_Customization.ipynb Signed-off-by: Somshubra Majumdar <titu1994@gmail.com> --------- Signed-off-by: fayejf <fayejf07@gmail.com> Signed-off-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Added script to extract ASR CTC and RNNT models from ASR hybrid models (#7092) * Added script to extract ctc and rnnt models from hybrid models 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 * Updated hybrid extraction script for review request 1 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 * Updated hybrid convert script to remove --cuda flag Signed-off-by: Daniel Egert <degert@nvidia.com> --------- Signed-off-by: Daniel Egert <degert@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Adding docs and models for multiple lookahead cache-aware ASR (#7067) (#7094) Signed-off-by: jubick1337 <mattyson.so@gmail.com> * update TTS readme (#7088) * update TTS readme 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: jubick1337 <mattyson.so@gmail.com> * Fix absolute path in path join call (#7099) Signed-off-by: Jan Beckmann <king-jan1999@hotmail.de> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Disable distopt contiguous param buffer by default (#7095) Signed-off-by: Tim Moon <tmoon@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * microphone demo (#7110) Signed-off-by: Linnea Pari Leaver <lleaver@lleaver-mlt.client.nvidia.com> Co-authored-by: Linnea Pari Leaver <lleaver@lleaver-mlt.client.nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * [Fix] load_state_dict in nlp_model.py (#7086) * Fix load_state_dict in nlp_model.py Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fix plot function in vad_utils.py (#7113) Fix plot function in vad_utils.py Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fixed small bug with NoisePerturbationWithNormalization (#7118) Signed-off-by: Daniel Egert <degert@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fix import guard checks (#7124) Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Revert "Fix import guard checks (#7124)" (#7125) This reverts commit a46e3251944642f9102aa16ce2d2f9d3a804ff8a. Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fix import guard checks (#7126) * Fix import guard checks 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 --------- Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Add updated fc ctc and rnnt xxl models (#7128) (#7130) Signed-off-by: jubick1337 <mattyson.so@gmail.com> * [TTS] Create EnCodec training recipe (#6852) * [TTS] Create EnCodec training recipe Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Update encodec recipe Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Rename EnCodec to AudioCodec Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Add EnCodec unit tests Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Add copyright header to distributed.py Signed-off-by: Ryan <rlangman@nvidia.com> --------- Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fix rank where torch.distributed may not be initialized yet and would not wait for tokenizer file caching (#7061) Signed-off-by: Kim Ngo <6362111+findkim@users.noreply.github.com> Co-authored-by: David <amosalla@asu.edu> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * fix default attention size (#7141) (#7143) Signed-off-by: jubick1337 <mattyson.so@gmail.com> * fix evaluator.py for various exceptions by ast (#7150) Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * [TTS][ZH] add Chinese TTS recipes based on IPA symbol sets. (#6893) * [TTS] add Chinese TTS recipe based on IPA. * add new pinyin and ipa dictionaries with 36 finals. * add yaml configs for 24-final pinyin and ipa. * add copyright header * add a directory level 24finals to discriminate from 36 finals. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * unify configs into a single one and add detailed comments providing supported candidates. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * choose 36-final IPA as default phoneme dict 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: jubick1337 <mattyson.so@gmail.com> * [TTS] Add output audio format to preprocessing (#6889) * [TTS] Add output audio format to preprocessing Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Add format validation Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Fix data tutorial Signed-off-by: Ryan <rlangman@nvidia.com> --------- Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * freeze (#7152) Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * make sure any empty segments are removed (#7155) Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Update RIR generation scripts (#6547) - fix: reduce room size if evaluation of params fails - added randomized mic placement - added diffuse noise generation - added an option to specify the format and subtype for saved audio Signed-off-by: Ante Jukić <ajukic@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * A quickstart speech enhancement tutorial (#6492) A simple example of training a model for speech enhancement task Signed-off-by: Ante Jukić <ajukic@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * NFA subtitle file config - specify colors and vertical alignment (#7160) * allow specifying colors of text in ASS subtitle file Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> * specify vertical_alignment instead of marginv in ass_file_config Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> * add documentation of CTMFileConfig and ASSFileConfig to NFA README Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> --------- Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Eagerly accumulate embedding grads into fp32 buffer (#6958) (#7153) Signed-off-by: Tim Moon <tmoon@nvidia.com> Co-authored-by: Tim Moon <4406448+timmoon10@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * TE bug fix (#7027) (#7036) Signed-off-by: Dmytro Pykhtar <dpykhtar@nvidia.com> Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * [TTS] Remove nested TTS configs (#7154) * [TTS] Remove nested TTS configs Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Modify tutorial to support multiple sampling rates Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Clarify min_duration unit Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Default 22.05kHz highfreq to null Signed-off-by: Ryan <rlangman@nvidia.com> --------- Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Merge release r1.20.0 to main (#7167) * update package info Signed-off-by: ericharper <complex451@gmail.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 typo and branch in tutorial (#7048) Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * fix syntax error introduced in PR-7079 (#7102) * fix syntax error introduced in PR-7079 Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> * fixes for pr review Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> --------- Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> * fix links for TN (#7117) Signed-off-by: Evelina <ebakhturina@nvidia.com> * update branch (#7135) Signed-off-by: ericharper <complex451@gmail.com> * Fixed main and merging this to r1.20 (#7127) * Fixed main and merging this to r1.20 Signed-off-by: Taejin Park <tango4j@gmail.com> * Update vad_utils.py Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> --------- Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Co-authored-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> * update branch Signed-off-by: ericharper <complex451@gmail.com> * fix version Signed-off-by: ericharper <complex451@gmail.com> * resolve conflict the other way Signed-off-by: ericharper <complex451@gmail.com> * keep both Signed-off-by: ericharper <complex451@gmail.com> * revert keep both Signed-off-by: ericharper <complex451@gmail.com> --------- Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> Signed-off-by: Nikolay Karpov <karpnv@gmail.com> Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> Signed-off-by: Evelina <ebakhturina@nvidia.com> Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Co-authored-by: Vladimir Bataev <vbataev@nvidia.com> Co-authored-by: Nikolay Karpov <karpnv@gmail.com> Co-authored-by: bene-ges <antonova_sasha@list.ru> Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com> Co-authored-by: Taejin Park <tango4j@gmail.com> Co-authored-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Upgrade to pytorch lightning 2.0 (#6433) * Upgrade pytorch lightning version in requirements Signed-off-by: Abhishree <abhishreetm@gmail.com> * Initial fixes for PTL2.0 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add further fixes to support lightning 2.0 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add replacements for replace_sampler_ddp, resume_from_checkpoint_fit_path and few occurances of validation_epoch_end Signed-off-by: Abhishree <abhishreetm@gmail.com> * Replace all occurances of validation_epoch_end to on_validation_epoch_end Signed-off-by: Abhishree <abhishreetm@gmail.com> * Replace training_epoch_end, test_epoch_end with on_train_epoch_end and on_test_epoch_end respectively Signed-off-by: Abhishree <abhishreetm@gmail.com> * Change logger=None to logger=False in Trainer object Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove PTL2.0 deprecated Trainer args from TrainerConfig dataclass Signed-off-by: Abhishree <abhishreetm@gmail.com> * Modify trainer.precision check and other small edits Signed-off-by: Abhishree <abhishreetm@gmail.com> * Replace logger=None with logger=False in test_ptl_stateless_timer.py Trainer Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add default values for args to fix Attribute Error Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add the following modifications 1) Remove outputs arg from on_validation_epoch_end, on_test_epoch_end and make it an arg of the class 2) Replace resume_from_checkpoint with ckpt_path as needed 3) Explicitly add accelerator as 'CPU' in UTs being run on CPU Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove outputs arg from on_validation_epoch_end, on_test_epoch_end Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove outputs arg in on_validation_epoch_end in MultiBinaryAccuracy docstrings Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add val, test outputs as instance vars in PunctuationCapitalizationModel and TokenClassificationModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Replace trainer.fit_loop.max_steps with trainer.fit_loop.epoch_loop.max_steps in test_optimizers_schedulers.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Revert an extra space that was mistakenly added Signed-off-by: Abhishree <abhishreetm@gmail.com> * Use self.validation_step_outputs and self.test_step_outputs in test_ema.py for uniformity Signed-off-by: Abhishree <abhishreetm@gmail.com> * Use self.validation_step_outputs and self.test_step_outputs in test_ptl_stateless_timer.py and check_for_ranks.py for uniformity Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add self.validation_step_outputs.clear() and self.test_step_outputs.clear() wherever missing Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove outputs arg from on_train_epoch_end Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove outputs from on_validation_epoch_end in multi_binary_acc.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove output args from on_validation_epoch_end in the docstrings of some ASR files Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove output args from on_validation_epoch_end and clear memory from validation_step_outputs Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add on_validation_epoch_end and remove outputs args for nlp models Signed-off-by: Abhishree <abhishreetm@gmail.com> * Append output of validation_step to validation_step_outputs in EncDecClassificationModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add the following changes 1) Index self.validation_step_outputs and self.test_step.outputs with dataloader_idx wherever needed 2) Initialize self.validation_step_outputs and self.test_step.outputs as empty lists and add support for multi dataloaders if they exist 3) Remove self.pre_configure_ddp from NLPDDPStrategy class as its removed in PTL 2.0 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add default value dataloader_idx=0 for on_validation_batch_end() in megatron_base_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * TypeCast precision to str in attention.py and utils_funcs.py to avoid TypeError Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add if condition check for multiple dataloaders when appending to validation outputs Signed-off-by: Abhishree <abhishreetm@gmail.com> * Separate validation pass to be used with both validation_step and test_step Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add if condition check for multiple dataloader while appending to test_step_outputs in punctuation_capitalization_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add condition check for multiple dataloaders based on type of trainer.val/test_dataloaders or self._validation/test_dl instead of len Signed-off-by: Abhishree <abhishreetm@gmail.com> * Comment Megatron T5 IA3 PP=2 in CI pipeline due to dataloader_iter issue with PTL 2.0 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Modify precision checks to account for 16-mixed and bf16-mixed Signed-off-by: Abhishree <abhishreetm@gmail.com> * Append output of validation/test_step to self.validation/test_step_outputs in CTCG2PModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Modify find_unused_parameters=True in g2p_heteronym model 1) Add find_unused_parameters=True for DDP strategy in g2p_heteronym_classification_train_and_evaluate.py 2) Remove args output in validation/test_step and add instance variables instead for heteronym_classification.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove outputs from on_test_epoch_end in DialogueGPTClassificationModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add validation/test outputs in sgdqa_model and modify dialogue_config.yaml Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add split arg self.test_step_outputs to TextClassificationModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add test_step_outputs to dialogue and text classification models Signed-off-by: Abhishree <abhishreetm@gmail.com> * Change condition check for multiple dataloaders: 1) Replace ds_item as list in dialogue_config.yaml 2) Check for len of val/test_dataloaders or validation/test_dl along with type check of list in sgdqa_model.py while appending outputs of validation/test_step 3) Check for len of _validation/test_dl for creating self.validation/test_step_outputs in ModelPT and punctuation_cpitalization_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add additional condition for multi dataloaders Check len(self.trainer.val/test_dataloaders) > 1 along with type(self.trainer.val/test_dataloaders) == list for multi dataloaders in validation/test_step Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add val step outputs and default val for dataloader_idx 1) Append validation_step outout to self.validation_step_outputs in MultiLabelIntentSlotClassificationMode 2) Add default val for dataloader_idx for on_test_batch_start/end in TimingCallback 3) Add self.validation/test_step_outputs in BERTQAModel and remove outputs arg Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add val/test_step_outputs to S2SQAModel and GPTQAModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Edit JenkinsFile for bert_pretrainig.py Edit Jenkinsfile for this test to disable validation as a workaround for trainer.val_dataloader None error Signed-off-by: Abhishree <abhishreetm@gmail.com> * Modify precision to support 16-mixed, bf16-mixed in megatron_gpt_pretraining.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add ddp_find_unused_parameters_true and remove output args 1) Add ddp_find_unused_parameters_true fro trainer.strategy in self_alignment_pretraining.py as it has unused parameters 2) Remove output args and add self.validation/test_step_outputs to validation/test_step in mt_enc_dec_model.py 3) Comment tests in JenkinsFile that need to be fixed Signed-off-by: Abhishree <abhishreetm@gmail.com> * Precision fix in megatron_nmt_training.py for 16-mixed, bf16-mixed Signed-off-by: Abhishree <abhishreetm@gmail.com> * Precision fix for megatron_bert_pretraining.py and megatron_bert_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Precision fix and validation/test_step_outputs 1) Add fix to account for 16-mixed and bf16-mixed in megatron_retro_mutransfer_pretrain.py, megatron_retro_pretraining.py 2) Reset ckpt_path for test in enc_dec_nmt.py 3) Remove outputs args and add validation/test_step_outputs in megatron_retrieval_model.py 4) Comment Megatron Bert Pretraining and Resume Training with Pipeline Paralleism and add back NMT Training Post-LN Signed-off-by: Abhishree <abhishreetm@gmail.com> * Precision fix and skip few failing tests Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add missing comment lines in JenkinsFile Signed-off-by: Abhishree <abhishreetm@gmail.com> * Comment jenkin tests and super().on_validation_epoch_end() in megatron_gpt_sft_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Minor edit JenkinsFile Signed-off-by: Abhishree <abhishreetm@gmail.com> * Minor edit in jenkins file Signed-off-by: Abhishree <abhishreetm@gmail.com> * Edit in Jenkins file Signed-off-by: Abhishree <abhishreetm@gmail.com> * Comment missed lines in Jenkins file Signed-off-by: Abhishree <abhishreetm@gmail.com> * Fix precision and validation/test outputs 1) Add precision fix to account for 16-mixed and bf16-mixed in megatron_t5_pretraining.py 2) Remove outputs args and add append loss to self.validation/test_step_outputs in megatron_lm_encoder_decoder_model.py 3) Add back resume_from_checkpoint in the megatron_t5_config.yaml 4) Comment out certain tests in Jenkins file Signed-off-by: Abhishree <abhishreetm@gmail.com> * Fix precision and validation/test/predict errors in megatron_t5_prompt_learning.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Precision fix and edit precision typo in all files 1) Account for 16-mixed and bf16-mixed in megatron_bart_pretraining.py and megatron_t5_seq2seq_finetune.py 2) Fix precision typo in all files Signed-off-by: Abhishree <abhishreetm@gmail.com> * Fix all CI TTS tests and comment few Jenkins tests Signed-off-by: Abhishree <abhishreetm@gmail.com> * Combine xx_epoch_end and on_xx_epoch_end Add on_inference_epoch_end to inference_epoch_end function and have a single on_validation/test_epoch_end in megatron_finetune_model.py and megatron_gpt_sft_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add a missing comment in JenkinsFile Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add try except StopIteration in validation_step for models with dataloader_iter Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove pyyaml from requirements Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add try except for inference_step in megatron_finetune_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove limit_val_batches for mockGPTDataset test Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add new self.validation_step_outputs for MegatronGPTSFTModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Minor edit Jenkinsfile Signed-off-by: Abhishree <abhishreetm@gmail.com> * Initialize self.validation/test_step_outputs in megatron_gpt_sft_model.py Initialize self.validation/test_step_outputs in setup of MegatronGPTSFTModel to take care of cases when datalaoders are not setup in ModelPT for example while restoring the model. Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove resume_from_checkpoint if trainer arg in conf yaml files Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove resume_from_checkpoint as trainer arg in GPT, T5 configs Signed-off-by: Abhishree <abhishreetm@gmai…

* Fixed small bug with NoisePerturbationWithNormalization (#7118) Signed-off-by: Daniel Egert <degert@nvidia.com> * Fix import guard checks (#7124) Signed-off-by: smajumdar <titu1994@gmail.com> * Revert "Fix import guard checks (#7124)" (#7125) This reverts commit a46e3251944642f9102aa16ce2d2f9d3a804ff8a. * Fix import guard checks (#7126) * Fix import guard checks 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 --------- Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Add updated fc ctc and rnnt xxl models (#7128) (#7130) * [TTS] Create EnCodec training recipe (#6852) * [TTS] Create EnCodec training recipe Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Update encodec recipe Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Rename EnCodec to AudioCodec Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Add EnCodec unit tests Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Add copyright header to distributed.py Signed-off-by: Ryan <rlangman@nvidia.com> --------- Signed-off-by: Ryan <rlangman@nvidia.com> * Fix rank where torch.distributed may not be initialized yet and would not wait for tokenizer file caching (#7061) Signed-off-by: Kim Ngo <6362111+findkim@users.noreply.github.com> Co-authored-by: David <amosalla@asu.edu> * fix default attention size (#7141) (#7143) * fix evaluator.py for various exceptions by ast (#7150) Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> * [TTS][ZH] add Chinese TTS recipes based on IPA symbol sets. (#6893) * [TTS] add Chinese TTS recipe based on IPA. * add new pinyin and ipa dictionaries with 36 finals. * add yaml configs for 24-final pinyin and ipa. * add copyright header * add a directory level 24finals to discriminate from 36 finals. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * unify configs into a single one and add detailed comments providing supported candidates. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * choose 36-final IPA as default phoneme dict Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> --------- Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * [TTS] Add output audio format to preprocessing (#6889) * [TTS] Add output audio format to preprocessing Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Add format validation Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Fix data tutorial Signed-off-by: Ryan <rlangman@nvidia.com> --------- Signed-off-by: Ryan <rlangman@nvidia.com> * freeze (#7152) Signed-off-by: arendu <adithya.r@gmail.com> * make sure any empty segments are removed (#7155) Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> * Update RIR generation scripts (#6547) - fix: reduce room size if evaluation of params fails - added randomized mic placement - added diffuse noise generation - added an option to specify the format and subtype for saved audio Signed-off-by: Ante Jukić <ajukic@nvidia.com> * A quickstart speech enhancement tutorial (#6492) A simple example of training a model for speech enhancement task Signed-off-by: Ante Jukić <ajukic@nvidia.com> * NFA subtitle file config - specify colors and vertical alignment (#7160) * allow specifying colors of text in ASS subtitle file Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> * specify vertical_alignment instead of marginv in ass_file_config Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> * add documentation of CTMFileConfig and ASSFileConfig to NFA README Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> --------- Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> * Eagerly accumulate embedding grads into fp32 buffer (#6958) (#7153) Signed-off-by: Tim Moon <tmoon@nvidia.com> Co-authored-by: Tim Moon <4406448+timmoon10@users.noreply.github.com> * TE bug fix (#7027) (#7036) Signed-off-by: Dmytro Pykhtar <dpykhtar@nvidia.com> Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com> * [TTS] Remove nested TTS configs (#7154) * [TTS] Remove nested TTS configs Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Modify tutorial to support multiple sampling rates Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Clarify min_duration unit Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Default 22.05kHz highfreq to null Signed-off-by: Ryan <rlangman@nvidia.com> --------- Signed-off-by: Ryan <rlangman@nvidia.com> * Merge release r1.20.0 to main (#7167) * update package info Signed-off-by: ericharper <complex451@gmail.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 typo and branch in tutorial (#7048) Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * fix syntax error introduced in PR-7079 (#7102) * fix syntax error introduced in PR-7079 Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> * fixes for pr review Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> --------- Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> * fix links for TN (#7117) Signed-off-by: Evelina <ebakhturina@nvidia.com> * update branch (#7135) Signed-off-by: ericharper <complex451@gmail.com> * Fixed main and merging this to r1.20 (#7127) * Fixed main and merging this to r1.20 Signed-off-by: Taejin Park <tango4j@gmail.com> * Update vad_utils.py Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> --------- Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Co-authored-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> * update branch Signed-off-by: ericharper <complex451@gmail.com> * fix version Signed-off-by: ericharper <complex451@gmail.com> * resolve conflict the other way Signed-off-by: ericharper <complex451@gmail.com> * keep both Signed-off-by: ericharper <complex451@gmail.com> * revert keep both Signed-off-by: ericharper <complex451@gmail.com> --------- Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> Signed-off-by: Nikolay Karpov <karpnv@gmail.com> Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> Signed-off-by: Evelina <ebakhturina@nvidia.com> Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Co-authored-by: Vladimir Bataev <vbataev@nvidia.com> Co-authored-by: Nikolay Karpov <karpnv@gmail.com> Co-authored-by: bene-ges <antonova_sasha@list.ru> Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com> Co-authored-by: Taejin Park <tango4j@gmail.com> Co-authored-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> * Upgrade to pytorch lightning 2.0 (#6433) * Upgrade pytorch lightning version in requirements Signed-off-by: Abhishree <abhishreetm@gmail.com> * Initial fixes for PTL2.0 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add further fixes to support lightning 2.0 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add replacements for replace_sampler_ddp, resume_from_checkpoint_fit_path and few occurances of validation_epoch_end Signed-off-by: Abhishree <abhishreetm@gmail.com> * Replace all occurances of validation_epoch_end to on_validation_epoch_end Signed-off-by: Abhishree <abhishreetm@gmail.com> * Replace training_epoch_end, test_epoch_end with on_train_epoch_end and on_test_epoch_end respectively Signed-off-by: Abhishree <abhishreetm@gmail.com> * Change logger=None to logger=False in Trainer object Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove PTL2.0 deprecated Trainer args from TrainerConfig dataclass Signed-off-by: Abhishree <abhishreetm@gmail.com> * Modify trainer.precision check and other small edits Signed-off-by: Abhishree <abhishreetm@gmail.com> * Replace logger=None with logger=False in test_ptl_stateless_timer.py Trainer Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add default values for args to fix Attribute Error Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add the following modifications 1) Remove outputs arg from on_validation_epoch_end, on_test_epoch_end and make it an arg of the class 2) Replace resume_from_checkpoint with ckpt_path as needed 3) Explicitly add accelerator as 'CPU' in UTs being run on CPU Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove outputs arg from on_validation_epoch_end, on_test_epoch_end Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove outputs arg in on_validation_epoch_end in MultiBinaryAccuracy docstrings Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add val, test outputs as instance vars in PunctuationCapitalizationModel and TokenClassificationModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Replace trainer.fit_loop.max_steps with trainer.fit_loop.epoch_loop.max_steps in test_optimizers_schedulers.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Revert an extra space that was mistakenly added Signed-off-by: Abhishree <abhishreetm@gmail.com> * Use self.validation_step_outputs and self.test_step_outputs in test_ema.py for uniformity Signed-off-by: Abhishree <abhishreetm@gmail.com> * Use self.validation_step_outputs and self.test_step_outputs in test_ptl_stateless_timer.py and check_for_ranks.py for uniformity Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add self.validation_step_outputs.clear() and self.test_step_outputs.clear() wherever missing Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove outputs arg from on_train_epoch_end Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove outputs from on_validation_epoch_end in multi_binary_acc.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove output args from on_validation_epoch_end in the docstrings of some ASR files Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove output args from on_validation_epoch_end and clear memory from validation_step_outputs Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add on_validation_epoch_end and remove outputs args for nlp models Signed-off-by: Abhishree <abhishreetm@gmail.com> * Append output of validation_step to validation_step_outputs in EncDecClassificationModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add the following changes 1) Index self.validation_step_outputs and self.test_step.outputs with dataloader_idx wherever needed 2) Initialize self.validation_step_outputs and self.test_step.outputs as empty lists and add support for multi dataloaders if they exist 3) Remove self.pre_configure_ddp from NLPDDPStrategy class as its removed in PTL 2.0 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add default value dataloader_idx=0 for on_validation_batch_end() in megatron_base_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * TypeCast precision to str in attention.py and utils_funcs.py to avoid TypeError Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add if condition check for multiple dataloaders when appending to validation outputs Signed-off-by: Abhishree <abhishreetm@gmail.com> * Separate validation pass to be used with both validation_step and test_step Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add if condition check for multiple dataloader while appending to test_step_outputs in punctuation_capitalization_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add condition check for multiple dataloaders based on type of trainer.val/test_dataloaders or self._validation/test_dl instead of len Signed-off-by: Abhishree <abhishreetm@gmail.com> * Comment Megatron T5 IA3 PP=2 in CI pipeline due to dataloader_iter issue with PTL 2.0 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Modify precision checks to account for 16-mixed and bf16-mixed Signed-off-by: Abhishree <abhishreetm@gmail.com> * Append output of validation/test_step to self.validation/test_step_outputs in CTCG2PModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Modify find_unused_parameters=True in g2p_heteronym model 1) Add find_unused_parameters=True for DDP strategy in g2p_heteronym_classification_train_and_evaluate.py 2) Remove args output in validation/test_step and add instance variables instead for heteronym_classification.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove outputs from on_test_epoch_end in DialogueGPTClassificationModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add validation/test outputs in sgdqa_model and modify dialogue_config.yaml Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add split arg self.test_step_outputs to TextClassificationModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add test_step_outputs to dialogue and text classification models Signed-off-by: Abhishree <abhishreetm@gmail.com> * Change condition check for multiple dataloaders: 1) Replace ds_item as list in dialogue_config.yaml 2) Check for len of val/test_dataloaders or validation/test_dl along with type check of list in sgdqa_model.py while appending outputs of validation/test_step 3) Check for len of _validation/test_dl for creating self.validation/test_step_outputs in ModelPT and punctuation_cpitalization_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add additional condition for multi dataloaders Check len(self.trainer.val/test_dataloaders) > 1 along with type(self.trainer.val/test_dataloaders) == list for multi dataloaders in validation/test_step Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add val step outputs and default val for dataloader_idx 1) Append validation_step outout to self.validation_step_outputs in MultiLabelIntentSlotClassificationMode 2) Add default val for dataloader_idx for on_test_batch_start/end in TimingCallback 3) Add self.validation/test_step_outputs in BERTQAModel and remove outputs arg Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add val/test_step_outputs to S2SQAModel and GPTQAModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Edit JenkinsFile for bert_pretrainig.py Edit Jenkinsfile for this test to disable validation as a workaround for trainer.val_dataloader None error Signed-off-by: Abhishree <abhishreetm@gmail.com> * Modify precision to support 16-mixed, bf16-mixed in megatron_gpt_pretraining.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add ddp_find_unused_parameters_true and remove output args 1) Add ddp_find_unused_parameters_true fro trainer.strategy in self_alignment_pretraining.py as it has unused parameters 2) Remove output args and add self.validation/test_step_outputs to validation/test_step in mt_enc_dec_model.py 3) Comment tests in JenkinsFile that need to be fixed Signed-off-by: Abhishree <abhishreetm@gmail.com> * Precision fix in megatron_nmt_training.py for 16-mixed, bf16-mixed Signed-off-by: Abhishree <abhishreetm@gmail.com> * Precision fix for megatron_bert_pretraining.py and megatron_bert_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Precision fix and validation/test_step_outputs 1) Add fix to account for 16-mixed and bf16-mixed in megatron_retro_mutransfer_pretrain.py, megatron_retro_pretraining.py 2) Reset ckpt_path for test in enc_dec_nmt.py 3) Remove outputs args and add validation/test_step_outputs in megatron_retrieval_model.py 4) Comment Megatron Bert Pretraining and Resume Training with Pipeline Paralleism and add back NMT Training Post-LN Signed-off-by: Abhishree <abhishreetm@gmail.com> * Precision fix and skip few failing tests Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add missing comment lines in JenkinsFile Signed-off-by: Abhishree <abhishreetm@gmail.com> * Comment jenkin tests and super().on_validation_epoch_end() in megatron_gpt_sft_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Minor edit JenkinsFile Signed-off-by: Abhishree <abhishreetm@gmail.com> * Minor edit in jenkins file Signed-off-by: Abhishree <abhishreetm@gmail.com> * Edit in Jenkins file Signed-off-by: Abhishree <abhishreetm@gmail.com> * Comment missed lines in Jenkins file Signed-off-by: Abhishree <abhishreetm@gmail.com> * Fix precision and validation/test outputs 1) Add precision fix to account for 16-mixed and bf16-mixed in megatron_t5_pretraining.py 2) Remove outputs args and add append loss to self.validation/test_step_outputs in megatron_lm_encoder_decoder_model.py 3) Add back resume_from_checkpoint in the megatron_t5_config.yaml 4) Comment out certain tests in Jenkins file Signed-off-by: Abhishree <abhishreetm@gmail.com> * Fix precision and validation/test/predict errors in megatron_t5_prompt_learning.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Precision fix and edit precision typo in all files 1) Account for 16-mixed and bf16-mixed in megatron_bart_pretraining.py and megatron_t5_seq2seq_finetune.py 2) Fix precision typo in all files Signed-off-by: Abhishree <abhishreetm@gmail.com> * Fix all CI TTS tests and comment few Jenkins tests Signed-off-by: Abhishree <abhishreetm@gmail.com> * Combine xx_epoch_end and on_xx_epoch_end Add on_inference_epoch_end to inference_epoch_end function and have a single on_validation/test_epoch_end in megatron_finetune_model.py and megatron_gpt_sft_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add a missing comment in JenkinsFile Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add try except StopIteration in validation_step for models with dataloader_iter Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove pyyaml from requirements Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add try except for inference_step in megatron_finetune_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove limit_val_batches for mockGPTDataset test Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add new self.validation_step_outputs for MegatronGPTSFTModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Minor edit Jenkinsfile Signed-off-by: Abhishree <abhishreetm@gmail.com> * Initialize self.validation/test_step_outputs in megatron_gpt_sft_model.py Initialize self.validation/test_step_outputs in setup of MegatronGPTSFTModel to take care of cases when datalaoders are not setup in ModelPT for example while restoring the model. 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(#7087) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * T5 metrics fix (#7037) * Fix race condition when executing with multi-node where some ranks does not wait for setup (#7016) Signed-off-by: Kim Ngo <6362111+findkim@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Added bool types to neural_types export (#7032) Signed-off-by: tbartley94 <tbartley@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * rnnt and char utils (#6971) * rnnt_ngram_merge Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * char level bug Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Nikolay Karpov <karpnv@gmail.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: jubick1337 <mattyson.so@gmail.com> * fix 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increasing tolerance Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> --------- Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * install_bs (#7019) (#7028) Signed-off-by: Nikolay Karpov <karpnv@gmail.com> Co-authored-by: Nikolay Karpov <karpnv@gmail.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * fixes for spellmapper (#6994) (#7000) Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> Co-authored-by: bene-ges <antonova_sasha@list.ru> Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * added back the retro documents (#7033) Signed-off-by: Yi Dong <yidong@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Remove pyyaml (#7052) (#7054) Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> 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Signed-off-by: Evelina <ebakhturina@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix nmt test Signed-off-by: Evelina <ebakhturina@nvidia.com> --------- Signed-off-by: Evelina <ebakhturina@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fix typo in ASR-TTS tutorial (#7049) Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fixed tutorial's name (#7047) Signed-off-by: Vitaly Lavrukhin <vlavrukhin@nvidia.com> Co-authored-by: Vladimir Bataev <vbataev@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fix documentation for Numba (#7065) (#7077) * Fix documentation for Numba * Update force float32 flag dynamically * Update force float32 flag dynamically * Fix nemo version --------- Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Update Frame-VAD doc and fix onnx export (#7076) * update fvad doc Signed-off-by: stevehuang52 <heh@nvidia.com> * fix typo Signed-off-by: stevehuang52 <heh@nvidia.com> * update fvad example Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * fix onnx export Signed-off-by: stevehuang52 <heh@nvidia.com> * update test Signed-off-by: stevehuang52 <heh@nvidia.com> * refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * update doc Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> --------- Signed-off-by: stevehuang52 <heh@nvidia.com> Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * memmap worker arg (#7062) * memmap worker arg 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 * 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 * update Signed-off-by: arendu <adithya.r@gmail.com> * update 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: jubick1337 <mattyson.so@gmail.com> * Fix caching bug in causal convolutions for cache-aware ASR models (#7034) (#7082) Co-authored-by: Vahid Noroozi <VahidooX@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fast Conformer global token fix (#7085) * old way Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * remove extra Signed-off-by: sam1373 <samuelkriman@gmail.com> * clean Signed-off-by: sam1373 <samuelkriman@gmail.com> * clean Signed-off-by: sam1373 <samuelkriman@gmail.com> * clean Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * fix Signed-off-by: sam1373 <samuelkriman@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: sam1373 <samuelkriman@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Refined export_config (#7053) (#7066) * Refined export_config * Rolling back hierarchy change --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> Co-authored-by: Boris Fomitchev <borisfom@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * small Bugfix (#7081) * small Bugfix (#7079) * fix branch Signed-off-by: fayejf <fayejf07@gmail.com> * fix typo Signed-off-by: fayejf <fayejf07@gmail.com> * fix link Signed-off-by: fayejf <fayejf07@gmail.com> --------- Signed-off-by: fayejf <fayejf07@gmail.com> * Update tutorials/nlp/SpellMapper_English_ASR_Customization.ipynb Signed-off-by: Somshubra Majumdar <titu1994@gmail.com> * Update tutorials/nlp/SpellMapper_English_ASR_Customization.ipynb Signed-off-by: Somshubra Majumdar <titu1994@gmail.com> --------- Signed-off-by: fayejf <fayejf07@gmail.com> Signed-off-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Added script to extract ASR CTC and RNNT models from ASR hybrid models (#7092) * Added script to extract ctc and rnnt models from hybrid models 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 * Updated hybrid extraction script for review request 1 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 * Updated hybrid convert script to remove --cuda flag Signed-off-by: Daniel Egert <degert@nvidia.com> --------- Signed-off-by: Daniel Egert <degert@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Adding docs and models for multiple lookahead cache-aware ASR (#7067) (#7094) Signed-off-by: jubick1337 <mattyson.so@gmail.com> * update TTS readme (#7088) * update TTS readme 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: jubick1337 <mattyson.so@gmail.com> * Fix absolute path in path join call (#7099) Signed-off-by: Jan Beckmann <king-jan1999@hotmail.de> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Disable distopt contiguous param buffer by default (#7095) Signed-off-by: Tim Moon <tmoon@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * microphone demo (#7110) Signed-off-by: Linnea Pari Leaver <lleaver@lleaver-mlt.client.nvidia.com> Co-authored-by: Linnea Pari Leaver <lleaver@lleaver-mlt.client.nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * [Fix] load_state_dict in nlp_model.py (#7086) * Fix load_state_dict in nlp_model.py Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fix plot function in vad_utils.py (#7113) Fix plot function in vad_utils.py Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fixed small bug with NoisePerturbationWithNormalization (#7118) Signed-off-by: Daniel Egert <degert@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fix import guard checks (#7124) Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Revert "Fix import guard checks (#7124)" (#7125) This reverts commit a46e3251944642f9102aa16ce2d2f9d3a804ff8a. Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fix import guard checks (#7126) * Fix import guard checks 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 --------- Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Add updated fc ctc and rnnt xxl models (#7128) (#7130) Signed-off-by: jubick1337 <mattyson.so@gmail.com> * [TTS] Create EnCodec training recipe (#6852) * [TTS] Create EnCodec training recipe Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Update encodec recipe Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Rename EnCodec to AudioCodec Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Add EnCodec unit tests Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Add copyright header to distributed.py Signed-off-by: Ryan <rlangman@nvidia.com> --------- Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fix rank where torch.distributed may not be initialized yet and would not wait for tokenizer file caching (#7061) Signed-off-by: Kim Ngo <6362111+findkim@users.noreply.github.com> Co-authored-by: David <amosalla@asu.edu> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * fix default attention size (#7141) (#7143) Signed-off-by: jubick1337 <mattyson.so@gmail.com> * fix evaluator.py for various exceptions by ast (#7150) Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * [TTS][ZH] add Chinese TTS recipes based on IPA symbol sets. (#6893) * [TTS] add Chinese TTS recipe based on IPA. * add new pinyin and ipa dictionaries with 36 finals. * add yaml configs for 24-final pinyin and ipa. * add copyright header * add a directory level 24finals to discriminate from 36 finals. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * unify configs into a single one and add detailed comments providing supported candidates. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * choose 36-final IPA as default phoneme dict 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: jubick1337 <mattyson.so@gmail.com> * [TTS] Add output audio format to preprocessing (#6889) * [TTS] Add output audio format to preprocessing Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Add format validation Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Fix data tutorial Signed-off-by: Ryan <rlangman@nvidia.com> --------- Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * freeze (#7152) Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * make sure any empty segments are removed (#7155) Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Update RIR generation scripts (#6547) - fix: reduce room size if evaluation of params fails - added randomized mic placement - added diffuse noise generation - added an option to specify the format and subtype for saved audio Signed-off-by: Ante Jukić <ajukic@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * A quickstart speech enhancement tutorial (#6492) A simple example of training a model for speech enhancement task Signed-off-by: Ante Jukić <ajukic@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * NFA subtitle file config - specify colors and vertical alignment (#7160) * allow specifying colors of text in ASS subtitle file Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> * specify vertical_alignment instead of marginv in ass_file_config Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> * add documentation of CTMFileConfig and ASSFileConfig to NFA README Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> --------- Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Eagerly accumulate embedding grads into fp32 buffer (#6958) (#7153) Signed-off-by: Tim Moon <tmoon@nvidia.com> Co-authored-by: Tim Moon <4406448+timmoon10@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * TE bug fix (#7027) (#7036) Signed-off-by: Dmytro Pykhtar <dpykhtar@nvidia.com> Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * [TTS] Remove nested TTS configs (#7154) * [TTS] Remove nested TTS configs Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Modify tutorial to support multiple sampling rates Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Clarify min_duration unit Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Default 22.05kHz highfreq to null Signed-off-by: Ryan <rlangman@nvidia.com> --------- Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Merge release r1.20.0 to main (#7167) * update package info Signed-off-by: ericharper <complex451@gmail.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 typo and branch in tutorial (#7048) Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * fix syntax error introduced in PR-7079 (#7102) * fix syntax error introduced in PR-7079 Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> * fixes for pr review Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> --------- Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> * fix links for TN (#7117) Signed-off-by: Evelina <ebakhturina@nvidia.com> * update branch (#7135) Signed-off-by: ericharper <complex451@gmail.com> * Fixed main and merging this to r1.20 (#7127) * Fixed main and merging this to r1.20 Signed-off-by: Taejin Park <tango4j@gmail.com> * Update vad_utils.py Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> --------- Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Co-authored-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> * update branch Signed-off-by: ericharper <complex451@gmail.com> * fix version Signed-off-by: ericharper <complex451@gmail.com> * resolve conflict the other way Signed-off-by: ericharper <complex451@gmail.com> * keep both Signed-off-by: ericharper <complex451@gmail.com> * revert keep both Signed-off-by: ericharper <complex451@gmail.com> --------- Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> Signed-off-by: Nikolay Karpov <karpnv@gmail.com> Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> Signed-off-by: Evelina <ebakhturina@nvidia.com> Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Co-authored-by: Vladimir Bataev <vbataev@nvidia.com> Co-authored-by: Nikolay Karpov <karpnv@gmail.com> Co-authored-by: bene-ges <antonova_sasha@list.ru> Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com> Co-authored-by: Taejin Park <tango4j@gmail.com> Co-authored-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Upgrade to pytorch lightning 2.0 (#6433) * Upgrade pytorch lightning version in requirements Signed-off-by: Abhishree <abhishreetm@gmail.com> * Initial fixes for PTL2.0 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add further fixes to support lightning 2.0 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add replacements for replace_sampler_ddp, resume_from_checkpoint_fit_path and few occurances of validation_epoch_end Signed-off-by: Abhishree <abhishreetm@gmail.com> * Replace all occurances of validation_epoch_end to on_validation_epoch_end Signed-off-by: Abhishree <abhishreetm@gmail.com> * Replace training_epoch_end, test_epoch_end with on_train_epoch_end and on_test_epoch_end respectively Signed-off-by: Abhishree <abhishreetm@gmail.com> * Change logger=None to logger=False in Trainer object Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove PTL2.0 deprecated Trainer args from TrainerConfig dataclass Signed-off-by: Abhishree <abhishreetm@gmail.com> * Modify trainer.precision check and other small edits Signed-off-by: Abhishree <abhishreetm@gmail.com> * Replace logger=None with logger=False in test_ptl_stateless_timer.py Trainer Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add default values for args to fix Attribute Error Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add the following modifications 1) Remove outputs arg from on_validation_epoch_end, on_test_epoch_end and make it an arg of the class 2) Replace resume_from_checkpoint with ckpt_path as needed 3) Explicitly add accelerator as 'CPU' in UTs being run on CPU Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove outputs arg from on_validation_epoch_end, on_test_epoch_end Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove outputs arg in on_validation_epoch_end in MultiBinaryAccuracy docstrings Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add val, test outputs as instance vars in PunctuationCapitalizationModel and TokenClassificationModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Replace trainer.fit_loop.max_steps with trainer.fit_loop.epoch_loop.max_steps in test_optimizers_schedulers.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Revert an extra space that was mistakenly added Signed-off-by: Abhishree <abhishreetm@gmail.com> * Use self.validation_step_outputs and self.test_step_outputs in test_ema.py for uniformity Signed-off-by: Abhishree <abhishreetm@gmail.com> * Use self.validation_step_outputs and self.test_step_outputs in test_ptl_stateless_timer.py and check_for_ranks.py for uniformity Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add self.validation_step_outputs.clear() and self.test_step_outputs.clear() wherever missing Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove outputs arg from on_train_epoch_end Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove outputs from on_validation_epoch_end in multi_binary_acc.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove output args from on_validation_epoch_end in the docstrings of some ASR files Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove output args from on_validation_epoch_end and clear memory from validation_step_outputs Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add on_validation_epoch_end and remove outputs args for nlp models Signed-off-by: Abhishree <abhishreetm@gmail.com> * Append output of validation_step to validation_step_outputs in EncDecClassificationModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add the following changes 1) Index self.validation_step_outputs and self.test_step.outputs with dataloader_idx wherever needed 2) Initialize self.validation_step_outputs and self.test_step.outputs as empty lists and add support for multi dataloaders if they exist 3) Remove self.pre_configure_ddp from NLPDDPStrategy class as its removed in PTL 2.0 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add default value dataloader_idx=0 for on_validation_batch_end() in megatron_base_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * TypeCast precision to str in attention.py and utils_funcs.py to avoid TypeError Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add if condition check for multiple dataloaders when appending to validation outputs Signed-off-by: Abhishree <abhishreetm@gmail.com> * Separate validation pass to be used with both validation_step and test_step Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add if condition check for multiple dataloader while appending to test_step_outputs in punctuation_capitalization_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add condition check for multiple dataloaders based on type of trainer.val/test_dataloaders or self._validation/test_dl instead of len Signed-off-by: Abhishree <abhishreetm@gmail.com> * Comment Megatron T5 IA3 PP=2 in CI pipeline due to dataloader_iter issue with PTL 2.0 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Modify precision checks to account for 16-mixed and bf16-mixed Signed-off-by: Abhishree <abhishreetm@gmail.com> * Append output of validation/test_step to self.validation/test_step_outputs in CTCG2PModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Modify find_unused_parameters=True in g2p_heteronym model 1) Add find_unused_parameters=True for DDP strategy in g2p_heteronym_classification_train_and_evaluate.py 2) Remove args output in validation/test_step and add instance variables instead for heteronym_classification.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove outputs from on_test_epoch_end in DialogueGPTClassificationModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add validation/test outputs in sgdqa_model and modify dialogue_config.yaml Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add split arg self.test_step_outputs to TextClassificationModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add test_step_outputs to dialogue and text classification models Signed-off-by: Abhishree <abhishreetm@gmail.com> * Change condition check for multiple dataloaders: 1) Replace ds_item as list in dialogue_config.yaml 2) Check for len of val/test_dataloaders or validation/test_dl along with type check of list in sgdqa_model.py while appending outputs of validation/test_step 3) Check for len of _validation/test_dl for creating self.validation/test_step_outputs in ModelPT and punctuation_cpitalization_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add additional condition for multi dataloaders Check len(self.trainer.val/test_dataloaders) > 1 along with type(self.trainer.val/test_dataloaders) == list for multi dataloaders in validation/test_step Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add val step outputs and default val for dataloader_idx 1) Append validation_step outout to self.validation_step_outputs in MultiLabelIntentSlotClassificationMode 2) Add default val for dataloader_idx for on_test_batch_start/end in TimingCallback 3) Add self.validation/test_step_outputs in BERTQAModel and remove outputs arg Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add val/test_step_outputs to S2SQAModel and GPTQAModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Edit JenkinsFile for bert_pretrainig.py Edit Jenkinsfile for this test to disable validation as a workaround for trainer.val_dataloader None error Signed-off-by: Abhishree <abhishreetm@gmail.com> * Modify precision to support 16-mixed, bf16-mixed in megatron_gpt_pretraining.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add ddp_find_unused_parameters_true and remove output args 1) Add ddp_find_unused_parameters_true fro trainer.strategy in self_alignment_pretraining.py as it has unused parameters 2) Remove output args and add self.validation/test_step_outputs to validation/test_step in mt_enc_dec_model.py 3) Comment tests in JenkinsFile that need to be fixed Signed-off-by: Abhishree <abhishreetm@gmail.com> * Precision fix in megatron_nmt_training.py for 16-mixed, bf16-mixed Signed-off-by: Abhishree <abhishreetm@gmail.com> * Precision fix for megatron_bert_pretraining.py and megatron_bert_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Precision fix and validation/test_step_outputs 1) Add fix to account for 16-mixed and bf16-mixed in megatron_retro_mutransfer_pretrain.py, megatron_retro_pretraining.py 2) Reset ckpt_path for test in enc_dec_nmt.py 3) Remove outputs args and add validation/test_step_outputs in megatron_retrieval_model.py 4) Comment Megatron Bert Pretraining and Resume Training with Pipeline Paralleism and add back NMT Training Post-LN Signed-off-by: Abhishree <abhishreetm@gmail.com> * Precision fix and skip few failing tests Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add missing comment lines in JenkinsFile Signed-off-by: Abhishree <abhishreetm@gmail.com> * Comment jenkin tests and super().on_validation_epoch_end() in megatron_gpt_sft_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Minor edit JenkinsFile Signed-off-by: Abhishree <abhishreetm@gmail.com> * Minor edit in jenkins file Signed-off-by: Abhishree <abhishreetm@gmail.com> * Edit in Jenkins file Signed-off-by: Abhishree <abhishreetm@gmail.com> * Comment missed lines in Jenkins file Signed-off-by: Abhishree <abhishreetm@gmail.com> * Fix precision and validation/test outputs 1) Add precision fix to account for 16-mixed and bf16-mixed in megatron_t5_pretraining.py 2) Remove outputs args and add append loss to self.validation/test_step_outputs in megatron_lm_encoder_decoder_model.py 3) Add back resume_from_checkpoint in the megatron_t5_config.yaml 4) Comment out certain tests in Jenkins file Signed-off-by: Abhishree <abhishreetm@gmail.com> * Fix precision and validation/test/predict errors in megatron_t5_prompt_learning.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Precision fix and edit precision typo in all files 1) Account for 16-mixed and bf16-mixed in megatron_bart_pretraining.py and megatron_t5_seq2seq_finetune.py 2) Fix precision typo in all files Signed-off-by: Abhishree <abhishreetm@gmail.com> * Fix all CI TTS tests and comment few Jenkins tests Signed-off-by: Abhishree <abhishreetm@gmail.com> * Combine xx_epoch_end and on_xx_epoch_end Add on_inference_epoch_end to inference_epoch_end function and have a single on_validation/test_epoch_end in megatron_finetune_model.py and megatron_gpt_sft_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add a missing comment in JenkinsFile Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add try except StopIteration in validation_step for models with dataloader_iter Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove pyyaml from requirements Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add try except for inference_step in megatron_finetune_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove limit_val_batches for mockGPTDataset test Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add new self.validation_step_outputs for MegatronGPTSFTModel Signed-off-by: Abhishree <abhishreetm@gmail.com> * Minor edit Jenkinsfile Signed-off-by: Abhishree <abhishreetm@gmail.com> * Initialize self.validation/test_step_outputs in megatron_gpt_sft_model.py Initialize self.validation/test_step_outputs in setup of MegatronGPTSFTModel to take care of cases when datalaoders are not setup in ModelPT for example while restoring the model. Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove resume_from_checkpoint if trainer arg in conf yaml files Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove resume_from_checkpoint as trainer arg in GPT, T5 configs Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove resume_from_checkpoint in duplex_tn_config.yaml Signed-off-by: Abhishree <abhishreetm@gmail.com> * Fix typos, unused imports and refactor code to remove redundant funcs Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove commented code in megatron_nmt_model.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Fix overriden functions to match parent class functions Signed-off-by: Abhishree <abhishreetm@gmail.com> * Prefetch dataloader_iter to prevent hang for PP>1 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Override setup() in NLPDDPStrategy to avoid hang during predict with PP>1 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Uncomment tests in JenkinsFile Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add '16' to precision checks and other minor fixes Signed-off-by: Abhishree <abhishreetm@gmail.com> * Clear validation/test_step_outputs with dataloader_idx for multi dataloaders Signed-off-by: Abhishree <abhishreetm@gmail.com> * Minor edits Signed-off-by: Abhishree <abhishreetm@gmail.com> * Modify precision checks to avoid indexing Signed-off-by: Abhishree <abhishreetm@gmail.com> * Remove self.validation_step_outputs_sft and add dataloader_idx to clear outputs Signed-off-by: Abhishree <abhishreetm@gmail.com> * Reference checkpoint with trainer.ckpt_path Signed-off-by: Abhishree <abhishreetm@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add _prefetch to NLPModel and minor fixes Signed-off-by: Abhishree <abhishreetm@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add limit_val_batches in JenkinsFile for NMT 1) Add trainer.limit_val_batches in Megatron NMT Training TP=2 2) Remove unused import in ModelPT Signed-off-by: Abhishree <abhishreetm@gmail.com> --------- Signed-off-by: Abhishree <abhishreetm@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Include the scripts for preprocessing OAST and unit tests for chat sft datasets (#7112) * scripts for sft Signed-off-by: Yi Dong <yidong@nvidia.com> * fix style Signed-off-by: Yi Dong <yidong@nvidia.com> * adde special token only for huggingface model Signed-off-by: Yi Dong <yidong@nvidia.com> * change default name Signed-off-by: Yi Dong <yidong@nvidia.com> * print out error datapoint content Signed-off-by: Yi Dong <yidong@nvidia.com> * show error id Signed-off-by: Yi Dong <yidong@nvidia.com> * annotation script working Signed-off-by: Yi Dong <yidong@nvidia.com> * try to be compatible with huggingface tokenizer Signed-off-by: Yi Dong <yidong@nvidia.com> * added examples Signed-off-by: Yi Dong <yidong@nvidia.com> * added lang Signed-off-by: Yi Dong <yidong@nvidia.com> * added lang Signed-off-by: Yi Dong <yidong@nvidia.com> * text to value special case Signed-off-by: Yi Dong <yidong@nvidia.com> * configure the slider Signed-off-by: Yi Dong <yidong@nvidia.com> * annoatation handles lang Signed-off-by: Yi Dong <yidong@nvidia.com> * added the unit test for chat sft dataset Signed-off-by: Yi Dong <yidong@nvidia.com> * used the file in the test dir Signed-off-by: Yi Dong <yidong@nvidia.com> * fix json error Signed-off-by: Yi Dong <yidong@nvidia.com> * load local tokenizer Signed-off-by: Yi Dong <yidong@nvidia.com> * remove mask count check Signed-off-by: Yi Dong <yidong@nvidia.com> * added HF dataset backend Signed-off-by: Yi Dong <yidong@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Yi Dong <yidong@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * add paths to labeler. 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* Fixed small bug with NoisePerturbationWithNormalization (NVIDIA#7118) * Fix import guard checks (NVIDIA#7124) * Revert "Fix import guard checks (NVIDIA#7124)" (NVIDIA#7125) This reverts commit a46e325. * Fix import guard checks (NVIDIA#7126) * Fix import guard checks * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- * Add updated fc ctc and rnnt xxl models (NVIDIA#7128) (NVIDIA#7130) * [TTS] Create EnCodec training recipe (NVIDIA#6852) * [TTS] Create EnCodec training recipe * [TTS] Update encodec recipe * [TTS] Rename EnCodec to AudioCodec * [TTS] Add EnCodec unit tests * [TTS] Add copyright header to distributed.py --------- * Fix rank where torch.distributed may not be initialized yet and would not wait for tokenizer file caching (NVIDIA#7061) * fix default attention size (NVIDIA#7141) (NVIDIA#7143) * fix evaluator.py for various exceptions by ast (NVIDIA#7150) * [TTS][ZH] add Chinese TTS recipes based on IPA symbol sets. (NVIDIA#6893) * [TTS] add Chinese TTS recipe based on IPA. * add new pinyin and ipa dictionaries with 36 finals. * add yaml configs for 24-final pinyin and ipa. * add copyright header * add a directory level 24finals to discriminate from 36 finals. * unify configs into a single one and add detailed comments providing supported candidates. * choose 36-final IPA as default phoneme dict --------- * [TTS] Add output audio format to preprocessing (NVIDIA#6889) * [TTS] Add output audio format to preprocessing * [TTS] Add format validation * [TTS] Fix data tutorial --------- * freeze (NVIDIA#7152) * make sure any empty segments are removed (NVIDIA#7155) * Update RIR generation scripts (NVIDIA#6547) - fix: reduce room size if evaluation of params fails - added randomized mic placement - added diffuse noise generation - added an option to specify the format and subtype for saved audio * A quickstart speech enhancement tutorial (NVIDIA#6492) A simple example of training a model for speech enhancement task * NFA subtitle file config - specify colors and vertical alignment (NVIDIA#7160) * allow specifying colors of text in ASS subtitle file * specify vertical_alignment instead of marginv in ass_file_config * add documentation of CTMFileConfig and ASSFileConfig to NFA README --------- * Eagerly accumulate embedding grads into fp32 buffer (NVIDIA#6958) (NVIDIA#7153) * TE bug fix (NVIDIA#7027) (NVIDIA#7036) * [TTS] Remove nested TTS configs (NVIDIA#7154) * [TTS] Remove nested TTS configs * [TTS] Modify tutorial to support multiple sampling rates * [TTS] Clarify min_duration unit * [TTS] Default 22.05kHz highfreq to null --------- * Merge release r1.20.0 to main (NVIDIA#7167) * update package info * Add ASR with TTS Tutorial. Fix enhancer usage. (NVIDIA#6955) * Add ASR with TTS Tutorial * Fix enhancer usage * install_bs (NVIDIA#7019) * Fix typo and branch in tutorial (NVIDIA#7048) * fix syntax error introduced in PR-7079 (NVIDIA#7102) * fix syntax error introduced in PR-7079 * fixes for pr review --------- * fix links for TN (NVIDIA#7117) * update branch (NVIDIA#7135) * Fixed main and merging this to r1.20 (NVIDIA#7127) * Fixed main and merging this to r1.20 * Update vad_utils.py --------- * update branch * fix version * resolve conflict the other way * keep both * revert keep both --------- * Upgrade to pytorch lightning 2.0 (NVIDIA#6433) * Upgrade pytorch lightning version in requirements * Initial fixes for PTL2.0 * Add further fixes to support lightning 2.0 * Add replacements for replace_sampler_ddp, resume_from_checkpoint_fit_path and few occurances of validation_epoch_end * Replace all occurances of validation_epoch_end to on_validation_epoch_end * Replace training_epoch_end, test_epoch_end with on_train_epoch_end and on_test_epoch_end respectively * Change logger=None to logger=False in Trainer object * Remove PTL2.0 deprecated Trainer args from TrainerConfig dataclass * Modify trainer.precision check and other small edits * Replace logger=None with logger=False in test_ptl_stateless_timer.py Trainer * Add default values for args to fix Attribute Error * Add the following modifications 1) Remove outputs arg from on_validation_epoch_end, on_test_epoch_end and make it an arg of the class 2) Replace resume_from_checkpoint with ckpt_path as needed 3) Explicitly add accelerator as 'CPU' in UTs being run on CPU * Remove outputs arg from on_validation_epoch_end, on_test_epoch_end * Remove outputs arg in on_validation_epoch_end in MultiBinaryAccuracy docstrings * Add val, test outputs as instance vars in PunctuationCapitalizationModel and TokenClassificationModel * Replace trainer.fit_loop.max_steps with trainer.fit_loop.epoch_loop.max_steps in test_optimizers_schedulers.py * Revert an extra space that was mistakenly added * Use self.validation_step_outputs and self.test_step_outputs in test_ema.py for uniformity * Use self.validation_step_outputs and self.test_step_outputs in test_ptl_stateless_timer.py and check_for_ranks.py for uniformity * Add self.validation_step_outputs.clear() and self.test_step_outputs.clear() wherever missing * Remove outputs arg from on_train_epoch_end * Remove outputs from on_validation_epoch_end in multi_binary_acc.py * Remove output args from on_validation_epoch_end in the docstrings of some ASR files * Remove output args from on_validation_epoch_end and clear memory from validation_step_outputs * Add on_validation_epoch_end and remove outputs args for nlp models * Append output of validation_step to validation_step_outputs in EncDecClassificationModel * Add the following changes 1) Index self.validation_step_outputs and self.test_step.outputs with dataloader_idx wherever needed 2) Initialize self.validation_step_outputs and self.test_step.outputs as empty lists and add support for multi dataloaders if they exist 3) Remove self.pre_configure_ddp from NLPDDPStrategy class as its removed in PTL 2.0 * Add default value dataloader_idx=0 for on_validation_batch_end() in megatron_base_model.py * TypeCast precision to str in attention.py and utils_funcs.py to avoid TypeError * Add if condition check for multiple dataloaders when appending to validation outputs * Separate validation pass to be used with both validation_step and test_step * Add if condition check for multiple dataloader while appending to test_step_outputs in punctuation_capitalization_model.py * Add condition check for multiple dataloaders based on type of trainer.val/test_dataloaders or self._validation/test_dl instead of len * Comment Megatron T5 IA3 PP=2 in CI pipeline due to dataloader_iter issue with PTL 2.0 * Modify precision checks to account for 16-mixed and bf16-mixed * Append output of validation/test_step to self.validation/test_step_outputs in CTCG2PModel * Modify find_unused_parameters=True in g2p_heteronym model 1) Add find_unused_parameters=True for DDP strategy in g2p_heteronym_classification_train_and_evaluate.py 2) Remove args output in validation/test_step and add instance variables instead for heteronym_classification.py * Remove outputs from on_test_epoch_end in DialogueGPTClassificationModel * Add validation/test outputs in sgdqa_model and modify dialogue_config.yaml * Add split arg self.test_step_outputs to TextClassificationModel * Add test_step_outputs to dialogue and text classification models * Change condition check for multiple dataloaders: 1) Replace ds_item as list in dialogue_config.yaml 2) Check for len of val/test_dataloaders or validation/test_dl along with type check of list in sgdqa_model.py while appending outputs of validation/test_step 3) Check for len of _validation/test_dl for creating self.validation/test_step_outputs in ModelPT and punctuation_cpitalization_model.py * Add additional condition for multi dataloaders Check len(self.trainer.val/test_dataloaders) > 1 along with type(self.trainer.val/test_dataloaders) == list for multi dataloaders in validation/test_step * Add val step outputs and default val for dataloader_idx 1) Append validation_step outout to self.validation_step_outputs in MultiLabelIntentSlotClassificationMode 2) Add default val for dataloader_idx for on_test_batch_start/end in TimingCallback 3) Add self.validation/test_step_outputs in BERTQAModel and remove outputs arg * Add val/test_step_outputs to S2SQAModel and GPTQAModel * Edit JenkinsFile for bert_pretrainig.py Edit Jenkinsfile for this test to disable validation as a workaround for trainer.val_dataloader None error * Modify precision to support 16-mixed, bf16-mixed in megatron_gpt_pretraining.py * Add ddp_find_unused_parameters_true and remove output args 1) Add ddp_find_unused_parameters_true fro trainer.strategy in self_alignment_pretraining.py as it has unused parameters 2) Remove output args and add self.validation/test_step_outputs to validation/test_step in mt_enc_dec_model.py 3) Comment tests in JenkinsFile that need to be fixed * Precision fix in megatron_nmt_training.py for 16-mixed, bf16-mixed * Precision fix for megatron_bert_pretraining.py and megatron_bert_model.py * Precision fix and validation/test_step_outputs 1) Add fix to account for 16-mixed and bf16-mixed in megatron_retro_mutransfer_pretrain.py, megatron_retro_pretraining.py 2) Reset ckpt_path for test in enc_dec_nmt.py 3) Remove outputs args and add validation/test_step_outputs in megatron_retrieval_model.py 4) Comment Megatron Bert Pretraining and Resume Training with Pipeline Paralleism and add back NMT Training Post-LN * Precision fix and skip few failing tests * Add missing comment lines in JenkinsFile * Comment jenkin tests and super().on_validation_epoch_end() in megatron_gpt_sft_model.py * Minor edit JenkinsFile * Minor edit in jenkins file * Edit in Jenkins file * Comment missed lines in Jenkins file * Fix precision and validation/test outputs 1) Add precision fix to account for 16-mixed and bf16-mixed in megatron_t5_pretraining.py 2) Remove outputs args and add append loss to self.validation/test_step_outputs in megatron_lm_encoder_decoder_model.py 3) Add back resume_from_checkpoint in the megatron_t5_config.yaml 4) Comment out certain tests in Jenkins file * Fix precision and validation/test/predict errors in megatron_t5_prompt_learning.py * Precision fix and edit precision typo in all files 1) Account for 16-mixed and bf16-mixed in megatron_bart_pretraining.py and megatron_t5_seq2seq_finetune.py 2) Fix precision typo in all files * Fix all CI TTS tests and comment few Jenkins tests * Combine xx_epoch_end and on_xx_epoch_end Add on_inference_epoch_end to inference_epoch_end function and have a single on_validation/test_epoch_end in megatron_finetune_model.py and megatron_gpt_sft_model.py * Add a missing comment in JenkinsFile * Add try except StopIteration in validation_step for models with dataloader_iter * Remove pyyaml from requirements * Add try except for inference_step in megatron_finetune_model.py * Remove limit_val_batches for mockGPTDataset test * Add new self.validation_step_outputs for MegatronGPTSFTModel * Minor edit Jenkinsfile * Initialize self.validation/test_step_outputs in megatron_gpt_sft_model.py Initialize self.validation/test_step_outputs in setup of MegatronGPTSFTModel to take care of cases when datalaoders are not setup in ModelPT for example while restoring the model. * Remove resume_from_checkpoint if trainer arg in conf yaml files * Remove resume_from_checkpoint as trainer arg in GPT, T5 configs * Remove resume_from_checkpoint in duplex_tn_config.yaml * Fix typos, unused imports and refactor code to remove redundant funcs * Remove commented code in megatron_nmt_model.py * Fix overriden functions to match parent class functions * Prefetch dataloader_iter to prevent hang for PP>1 * Override setup() in NLPDDPStrategy to avoid hang during predict with PP>1 * Uncomment tests in JenkinsFile * Add '16' to precision checks and other minor fixes * Clear validation/test_step_outputs with dataloader_idx for multi dataloaders * Minor edits * Modify precision checks to avoid indexing * Remove self.validation_step_outputs_sft and add dataloader_idx to clear outputs * Reference checkpoint with trainer.ckpt_path * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add _prefetch to NLPModel and minor fixes * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add limit_val_batches in JenkinsFile for NMT 1) Add trainer.limit_val_batches in Megatron NMT Training TP=2 2) Remove unused import in ModelPT --------- * Include the scripts for preprocessing OAST and unit tests for chat sft datasets (NVIDIA#7112) * scripts for sft * fix style * adde special token only for huggingface model * change default name * print out error datapoint content * show error id * annotation script working * try to be compatible with huggingface tokenizer * added examples * added lang * added lang * text to value special case * configure the slider * annoatation handles lang * added the unit test for chat sft dataset * used the file in the test dir * fix json error * load local tokenizer * remove mask count check * added HF dataset backend * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- * add paths to labeler. (NVIDIA#7087) * T5 metrics fix (NVIDIA#7037) * Fix race condition when executing with multi-node where some ranks does not wait for setup (NVIDIA#7016) * Added bool types to neural_types export (NVIDIA#7032) * rnnt and char utils (NVIDIA#6971) * rnnt_ngram_merge * char level bug * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- * fix tab text gen (NVIDIA#7022) (NVIDIA#7031) * Fixed kwargs for metric instance init * Fixed kwargs for metric instance init * removed kwagrs * Updated config desc * ASR Confidence update and tutorial (NVIDIA#6810) * small fixes and tests * various fixes for the tutorial * tutorial added * for for a little oops after rebasement * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix tests * unused import removed * fix review comments * deprecated parameters for greedy configs * move re-assigning to configs * fix comments 2 * fix config tests * fix ece test (my env was bugged apparently) * renamings for confidence ensemble * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fox comments 3 * return dropped tutorial * CI flips back and forth, increasing tolerance --------- * install_bs (NVIDIA#7019) (NVIDIA#7028) * fixes for spellmapper (NVIDIA#6994) (NVIDIA#7000) * added back the retro documents (NVIDIA#7033) * Remove pyyaml (NVIDIA#7052) (NVIDIA#7054) * st standalone model (NVIDIA#6969) * st standalone model * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * style fix * sacrebleu import fix, unused imports removed * import guard for nlp inside asr transformer bpe model * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * codeql fixes * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comments answered * import ordering fix * yttm for asr removed * logging added * added inference and translate method * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- * remove pos emb from state dict for old models (NVIDIA#7068) * remove pos emb from state dict * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * move to nlp_model * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update comment * fix nmt test * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix nmt test --------- * Fix typo in ASR-TTS tutorial (NVIDIA#7049) * Fixed tutorial's name (NVIDIA#7047) * Fix documentation for Numba (NVIDIA#7065) (NVIDIA#7077) * Fix documentation for Numba * Update force float32 flag dynamically * Update force float32 flag dynamically * Fix nemo version --------- * Update Frame-VAD doc and fix onnx export (NVIDIA#7076) * update fvad doc * fix typo * update fvad example * update * fix onnx export * update test * refactor * update doc * update --------- * memmap worker arg (NVIDIA#7062) * memmap worker arg * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update * update --------- * Fix caching bug in causal convolutions for cache-aware ASR models (NVIDIA#7034) (NVIDIA#7082) * Fast Conformer global token fix (NVIDIA#7085) * old way * fix * fix * fix * remove extra * clean * clean * clean * fix * fix * fix * fix * fix * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- * Refined export_config (NVIDIA#7053) (NVIDIA#7066) * Refined export_config * Rolling back hierarchy change --------- * small Bugfix (NVIDIA#7081) * small Bugfix (NVIDIA#7079) * fix branch * fix typo * fix link --------- * Update tutorials/nlp/SpellMapper_English_ASR_Customization.ipynb * Update tutorials/nlp/SpellMapper_English_ASR_Customization.ipynb --------- * Added script to extract ASR CTC and RNNT models from ASR hybrid models (NVIDIA#7092) * Added script to extract ctc and rnnt models from hybrid models * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Updated hybrid extraction script for review request 1 * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Updated hybrid convert script to remove --cuda flag --------- * Adding docs and models for multiple lookahead cache-aware ASR (NVIDIA#7067) (NVIDIA#7094) * update TTS readme (NVIDIA#7088) * update TTS readme --------- * Fix absolute path in path join call (NVIDIA#7099) * Disable distopt contiguous param buffer by default (NVIDIA#7095) * microphone demo (NVIDIA#7110) * [Fix] load_state_dict in nlp_model.py (NVIDIA#7086) * Fix load_state_dict in nlp_model.py * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- * Fix plot function in vad_utils.py (NVIDIA#7113) Fix plot function in vad_utils.py * Fixed small bug with NoisePerturbationWithNormalization (NVIDIA#7118) * Fix import guard checks (NVIDIA#7124) * Revert "Fix import guard checks (NVIDIA#7124)" (NVIDIA#7125) This reverts commit a46e325. * Fix import guard checks (NVIDIA#7126) * Fix import guard checks * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- * Add updated fc ctc and rnnt xxl models (NVIDIA#7128) (NVIDIA#7130) * [TTS] Create EnCodec training recipe (NVIDIA#6852) * [TTS] Create EnCodec training recipe * [TTS] Update encodec recipe * [TTS] Rename EnCodec to AudioCodec * [TTS] Add EnCodec unit tests * [TTS] Add copyright header to distributed.py --------- * Fix rank where torch.distributed may not be initialized yet and would not wait for tokenizer file caching (NVIDIA#7061) * fix default attention size (NVIDIA#7141) (NVIDIA#7143) * fix evaluator.py for various exceptions by ast (NVIDIA#7150) * [TTS][ZH] add Chinese TTS recipes based on IPA symbol sets. (NVIDIA#6893) * [TTS] add Chinese TTS recipe based on IPA. * add new pinyin and ipa dictionaries with 36 finals. * add yaml configs for 24-final pinyin and ipa. * add copyright header * add a directory level 24finals to discriminate from 36 finals. * unify configs into a single one and add detailed comments providing supported candidates. * choose 36-final IPA as default phoneme dict --------- * [TTS] Add output audio format to preprocessing (NVIDIA#6889) * [TTS] Add output audio format to preprocessing * [TTS] Add format validation * [TTS] Fix data tutorial --------- * freeze (NVIDIA#7152) * make sure any empty segments are removed (NVIDIA#7155) * Update RIR generation scripts (NVIDIA#6547) - fix: reduce room size if evaluation of params fails - added randomized mic placement - added diffuse noise generation - added an option to specify the format and subtype for saved audio * A quickstart speech enhancement tutorial (NVIDIA#6492) A simple example of training a model for speech enhancement task * NFA subtitle file config - specify colors and vertical alignment (NVIDIA#7160) * allow specifying colors of text in ASS subtitle file * specify vertical_alignment instead of marginv in ass_file_config * add documentation of CTMFileConfig and ASSFileConfig to NFA README --------- * Eagerly accumulate embedding grads into fp32 buffer (NVIDIA#6958) (NVIDIA#7153) * TE bug fix (NVIDIA#7027) (NVIDIA#7036) * [TTS] Remove nested TTS configs (NVIDIA#7154) * [TTS] Remove nested TTS configs * [TTS] Modify tutorial to support multiple sampling rates * [TTS] Clarify min_duration unit * [TTS] Default 22.05kHz highfreq to null --------- * Merge release r1.20.0 to main (NVIDIA#7167) * update package info * Add ASR with TTS Tutorial. Fix enhancer usage. (NVIDIA#6955) * Add ASR with TTS Tutorial * Fix enhancer usage * install_bs (NVIDIA#7019) * Fix typo and branch in tutorial (NVIDIA#7048) * fix syntax error introduced in PR-7079 (NVIDIA#7102) * fix syntax error introduced in PR-7079 * fixes for pr review --------- * fix links for TN (NVIDIA#7117) * update branch (NVIDIA#7135) * Fixed main and merging this to r1.20 (NVIDIA#7127) * Fixed main and merging this to r1.20 * Update vad_utils.py --------- * update branch * fix version * resolve conflict the other way * keep both * revert keep both --------- * Upgrade to pytorch lightning 2.0 (NVIDIA#6433) * Upgrade pytorch lightning version in requirements * Initial fixes for PTL2.0 * Add further fixes to support lightning 2.0 * Add replacements for replace_sampler_ddp, resume_from_checkpoint_fit_path and few occurances of validation_epoch_end * Replace all occurances of validation_epoch_end to on_validation_epoch_end * Replace training_epoch_end, test_epoch_end with on_train_epoch_end and on_test_epoch_end respectively * Change logger=None to logger=False in Trainer object * Remove PTL2.0 deprecated Trainer args from TrainerConfig dataclass * Modify trainer.precision check and other small edits * Replace logger=None with logger=False in test_ptl_stateless_timer.py Trainer * Add default values for args to fix Attribute Error * Add the following modifications 1) Remove outputs arg from on_validation_epoch_end, on_test_epoch_end and make it an arg of the class 2) Replace resume_from_checkpoint with ckpt_path as needed 3) Explicitly add accelerator as 'CPU' in UTs being run on CPU * Remove outputs arg from on_validation_epoch_end, on_test_epoch_end * Remove outputs arg in on_validation_epoch_end in MultiBinaryAccuracy docstrings * Add val, test outputs as instance vars in PunctuationCapitalizationModel and TokenClassificationModel * Replace trainer.fit_loop.max_steps with trainer.fit_loop.epoch_loop.max_steps in test_optimizers_schedulers.py * Revert an extra space that was mistakenly added * Use self.validation_step_outputs and self.test_step_outputs in test_ema.py for uniformity * Use self.validation_step_outputs and self.test_step_outputs in test_ptl_stateless_timer.py and check_for_ranks.py for uniformity * Add self.validation_step_outputs.clear() and self.test_step_outputs.clear() wherever missing * Remove outputs arg from on_train_epoch_end * Remove outputs from on_validation_epoch_end in multi_binary_acc.py * Remove output args from on_validation_epoch_end in the docstrings of some ASR files * Remove output args from on_validation_epoch_end and clear memory from validation_step_outputs * Add on_validation_epoch_end and remove outputs args for nlp models * Append output of validation_step to validation_step_outputs in EncDecClassificationModel * Add the following changes 1) Index self.validation_step_outputs and self.test_step.outputs with dataloader_idx wherever needed 2) Initialize self.validation_step_outputs and self.test_step.outputs as empty lists and add support for multi dataloaders if they exist 3) Remove self.pre_configure_ddp from NLPDDPStrategy class as its removed in PTL 2.0 * Add default value dataloader_idx=0 for on_validation_batch_end() in megatron_base_model.py * TypeCast precision to str in attention.py and utils_funcs.py to avoid TypeError * Add if condition check for multiple dataloaders when appending to validation outputs * Separate validation pass to be used with both validation_step and test_step * Add if condition check for multiple dataloader while appending to test_step_outputs in punctuation_capitalization_model.py * Add condition check for multiple dataloaders based on type of trainer.val/test_dataloaders or self._validation/test_dl instead of len * Comment Megatron T5 IA3 PP=2 in CI pipeline due to dataloader_iter issue with PTL 2.0 * Modify precision checks to account for 16-mixed and bf16-mixed * Append output of validation/test_step to self.validation/test_step_outputs in CTCG2PModel * Modify find_unused_parameters=True in g2p_heteronym model 1) Add find_unused_parameters=True for DDP strategy in g2p_heteronym_classification_train_and_evaluate.py 2) Remove args output in validation/test_step and add instance variables instead for heteronym_classification.py * Remove outputs from on_test_epoch_end in DialogueGPTClassificationModel * Add validation/test outputs in sgdqa_model and modify dialogue_config.yaml * Add split arg self.test_step_outputs to TextClassificationModel * Add test_step_outputs to dialogue and text classification models * Change condition check for multiple dataloaders: 1) Replace ds_item as list in dialogue_config.yaml 2) Check for len of val/test_dataloaders or validation/test_dl along with type check of list in sgdqa_model.py while appending outputs of validation/test_step 3) Check for len of _validation/test_dl for creating self.validation/test_step_outputs in ModelPT and punctuation_cpitalization_model.py * Add additional condition for multi dataloaders Check len(self.trainer.val/test_dataloaders) > 1 along with type(self.trainer.val/test_dataloaders) == list for multi dataloaders in validation/test_step * Add val step outputs and default val for dataloader_idx 1) Append validation_step outout to self.validation_step_outputs in MultiLabelIntentSlotClassificationMode 2) Add default val for dataloader_idx for on_test_batch_start/end in TimingCallback 3) Add self.validation/test_step_outputs in BERTQAModel and remove outputs arg * Add val/test_step_outputs to S2SQAModel and GPTQAModel * Edit JenkinsFile for bert_pretrainig.py Edit Jenkinsfile for this test to disable validation as a workaround for trainer.val_dataloader None error * Modify precision to support 16-mixed, bf16-mixed in megatron_gpt_pretraining.py * Add ddp_find_unused_parameters_true and remove output args 1) Add ddp_find_unused_parameters_true fro trainer.strategy in self_alignment_pretraining.py as it has unused parameters 2) Remove output args and add self.validation/test_step_outputs to validation/test_step in mt_enc_dec_model.py 3) Comment tests in JenkinsFile that need to be fixed * Precision fix in megatron_nmt_training.py for 16-mixed, bf16-mixed * Precision fix for megatron_bert_pretraining.py and megatron_bert_model.py * Precision fix and validation/test_step_outputs 1) Add fix to account for 16-mixed and bf16-mixed in megatron_retro_mutransfer_pretrain.py, megatron_retro_pretraining.py 2) Reset ckpt_path for test in enc_dec_nmt.py 3) Remove outputs args and add validation/test_step_outputs in megatron_retrieval_model.py 4) Comment Megatron Bert Pretraining and Resume Training with Pipeline Paralleism and add back NMT Training Post-LN * Precision fix and skip few failing tests * Add missing comment lines in JenkinsFile * Comment jenkin tests and super().on_validation_epoch_end() in megatron_gpt_sft_model.py * Minor edit JenkinsFile * Minor edit in jenkins file * Edit in Jenkins file * Comment missed lines in Jenkins file * Fix precision and validation/test outputs 1) Add precision fix to account for 16-mixed and bf16-mixed in megatron_t5_pretraining.py 2) Remove outputs args and add append loss to self.validation/test_step_outputs in megatron_lm_encoder_decoder_model.py 3) Add back resume_from_checkpoint in the megatron_t5_config.yaml 4) Comment out certain tests in Jenkins file * Fix precision and validation/test/predict errors in megatron_t5_prompt_learning.py * Precision fix and edit precision typo in all files 1) Account for 16-mixed and bf16-mixed in megatron_bart_pretraining.py and megatron_t5_seq2seq_finetune.py 2) Fix precision typo in all files * Fix all CI TTS tests and comment few Jenkins tests * Combine xx_epoch_end and on_xx_epoch_end Add on_inference_epoch_end to inference_epoch_end function and have a single on_validation/test_epoch_end in megatron_finetune_model.py and megatron_gpt_sft_model.py * Add a missing comment in JenkinsFile * Add try except StopIteration in validation_step for models with dataloader_iter * Remove pyyaml from requirements * Add try except for inference_step in megatron_finetune_model.py * Remove limit_val_batches for mockGPTDataset test * Add new self.validation_step_outputs for MegatronGPTSFTModel * Minor edit Jenkinsfile * Initialize self.validation/test_step_outputs in megatron_gpt_sft_model.py Initialize self.validation/test_step_outputs in setup of MegatronGPTSFTModel to take care of cases when datalaoders are not setup in ModelPT for example while restoring the model. * Remove resume_from_checkpoint if trainer arg in conf yaml files * Remove resume_from_checkpoint as trainer arg in GPT, T5 configs * Remove resume_from_checkpoint in duplex_tn_config.yaml * Fix typos, unused imports and refactor code to remove redundant funcs * Remove commented code in megatron_nmt_model.py * Fix overriden functions to match parent class functions * Prefetch dataloader_iter to prevent hang for PP>1 * Override setup() in NLPDDPStrategy to avoid hang during predict with PP>1 * Uncomment tests in JenkinsFile * Add '16' to precision checks and other minor fixes * Clear validation/test_step_outputs with dataloader_idx for multi dataloaders * Minor edits * Modify precision checks to avoid indexing * Remove self.validation_step_outputs_sft and add dataloader_idx to clear outputs * Reference checkpoint with trainer.ckpt_path * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add _prefetch to NLPModel and minor fixes * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add limit_val_batches in JenkinsFile for NMT 1) Add trainer.limit_val_batches in Megatron NMT Training TP=2 2) Remove unused import in ModelPT --------- * Include the scripts for preprocessing OAST and unit tests for chat sft datasets (NVIDIA#7112) * scripts for sft * fix style * adde special token only for huggingface model * change default name * print out error datapoint content * show error id * annotation script working * try to be compatible with huggingface tokenizer * added examples * added lang * added lang * text to value special case * configure the slider * annoatation handles lang * added the unit test for chat sft dataset * used the file in the test dir * fix json error * load local tokenizer * remove mask count check * added HF dataset backend * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- * add paths to labeler. (NVIDIA#7087) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: Adi Renduchintala <adithyar… Signed-off-by: Daniel Egert <degert@nvidia.com> Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: Kim Ngo <6362111+findkim@users.noreply.github.com> Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Signed-off-by: Ante Jukić <ajukic@nvidia.com> Signed-off-by: Tim Moon <tmoon@nvidia.com> Signed-off-by: Dmytro Pykhtar <dpykhtar@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> Signed-off-by: Nikolay Karpov <karpnv@gmail.com> Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> Signed-off-by: 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* add updated fc xxl ctc and rnnt models Signed-off-by: Nithin Rao Koluguri <nithinraok> * add to docs Signed-off-by: Nithin Rao Koluguri <nithinraok> --------- Signed-off-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: Nithin Rao Koluguri <nithinraok>

* add updated fc xxl ctc and rnnt models Signed-off-by: Nithin Rao Koluguri <nithinraok> * add to docs Signed-off-by: Nithin Rao Koluguri <nithinraok> --------- Signed-off-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: Nithin Rao Koluguri <nithinraok> Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com>

Nithin Rao Koluguri added 2 commits July 28, 2023 14:10

add updated fc xxl ctc and rnnt models

1bf340d

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

add to docs

169450d

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

github-actions bot added core Changes to NeMo Core TTS ASR NLP Speaker Tasks CI common labels Jul 28, 2023

nithinraok changed the base branch from main to r1.20.0 July 28, 2023 21:17

nithinraok requested a review from titu1994 July 28, 2023 21:17

titu1994 approved these changes Jul 29, 2023

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titu1994 merged commit d88c137 into r1.20.0 Jul 29, 2023
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titu1994 deleted the add_fc_ctc_xxl_models branch July 29, 2023 00:37

nithinraok pushed a commit that referenced this pull request Jul 29, 2023

Add updated fc ctc and rnnt xxl models (#7128) (#7130)

2fa7abf

jubick1337 pushed a commit that referenced this pull request Aug 8, 2023

Add updated fc ctc and rnnt xxl models (#7128) (#7130)

0b48771

Signed-off-by: jubick1337 <mattyson.so@gmail.com>

dorotat-nv pushed a commit to dorotat-nv/NeMo that referenced this pull request Aug 24, 2023

Add updated fc ctc and rnnt xxl models (NVIDIA#7128) (NVIDIA#7130)

4c469f9

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

zhehuaichen mentioned this pull request Sep 22, 2023

sync after 6915 (#14) zhehuaichen/NeMo#15

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Add updated fc ctc and rnnt xxl models #7128

Add updated fc ctc and rnnt xxl models #7128

nithinraok commented Jul 28, 2023

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Add updated fc ctc and rnnt xxl models #7128

Add updated fc ctc and rnnt xxl models #7128

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nithinraok commented Jul 28, 2023

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