TE bug fix #7027
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TE bug fix #7027
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Signed-off-by: Dmytro Pykhtar <dpykhtar@nvidia.com>
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* 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. 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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>
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this pull request
Aug 24, 2023
* 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 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 (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 <mattyson.so@gmail.com> * st standalone model (NVIDIA#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 (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 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 (NVIDIA#7049) Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> Signed-off-by: jubick1337 <mattyson.so@gmail.com> * Fixed tutorial's name (NVIDIA#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 (NVIDIA#7065) (NVIDIA#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 (NVIDIA#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 (NVIDIA#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 (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 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 (NVIDIA#7081) * small Bugfix (NVIDIA#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 (NVIDIA#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 (NVIDIA#7067) (NVIDIA#7094) 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. Fix enhancer usage. (NVIDIA#6955) * Add ASR with TTS Tutorial * Fix enhancer usage Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * install_bs (NVIDIA#7019) Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * Fix typo and branch in tutorial (NVIDIA#7048) Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * fix syntax error introduced in PR-7079 (NVIDIA#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 (NVIDIA#7117) Signed-off-by: Evelina <ebakhturina@nvidia.com> * update branch (NVIDIA#7135) Signed-off-by: ericharper <complex451@gmail.com> * Fixed main and merging this to r1.20 (NVIDIA#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 (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 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 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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 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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 (NVIDIA#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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Aug 24, 2023
* 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) Co-authored-by: Vahid Noroozi <VahidooX@users.noreply.github.com> Signed-off-by: dorotat <dorotat@nvidia.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: 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 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: dorotat <dorotat@nvidia.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 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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> 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<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…
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* 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. 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> * 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> * add paths to labeler. (#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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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. (#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 <adithyar…
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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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<grinchuk.alexey@gmail.com> Co-authored-by: Vitaly Lavrukhin <vlavrukhin@nvidia.com> Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.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: Jan Beckmann <king-jan1999@hotmail.de> 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: Xin Yao <yaox12@outlook.com> Co-authored-by: anmolgupt <14880251+anmolgupt@users.noreply.github.com> Co-authored-by: ANMOL GUPTA <anmolg@nvidia.com> Co-authored-by: Cheng-Ping Hsieh <37269846+hsiehjackson@users.noreply.github.com> Co-authored-by: Micha Livne <michalivne@users.noreply.github.com> Co-authored-by: Oleksii Kuchaiev <okuchaiev@nvidia.com> Co-authored-by: Jocelyn <jocelynh@nvidia.com> Co-authored-by: bene-ges 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* update package info Signed-off-by: ericharper <complex451@gmail.com> * fix the mpt chatbot (#6957) Signed-off-by: Yi Dong <yidong@nvidia.com> * Remove `compute_on_step` from metrics (#6979) * Remove `compute_on_step` from metrics Signed-off-by: smajumdar <titu1994@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove confusing log message Signed-off-by: smajumdar <titu1994@gmail.com> * Update tests Signed-off-by: smajumdar <titu1994@gmail.com> --------- Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Hybrid conformer export (#6983) * Implemented generic kv-pair setting of export_config from args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid conformer export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid decoder export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Changed from **kwargs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docstring Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docs added Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Stringify args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Added docs for ASR export configs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * lowercase ctc Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cache handling without input tensors mutation (#6980) * Cache handling without input tensors mutation Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup#2 Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup#3 Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> * fixes for spellmapper (#6994) Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> * Fixing an issue with confidence ensembles (#6987) * Bug fix for the confidence ensembles Signed-off-by: Igor Gitman <igitman@nvidia.com> * Relax constraints for the test Signed-off-by: Igor Gitman <igitman@nvidia.com> --------- Signed-off-by: Igor Gitman <igitman@nvidia.com> * [TTS] Append pretrained FastPitch & SpectrogamEnhancer pair to available models (#7012) * [TTS] fastpitch: add english libritts model with asr stft parameters (25 ms 10 ms) Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] enhancer: add pretrained model intended for asr finetuning Signed-off-by: Roman Korostik <rkorostik@nvidia.com> --------- Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * Add ASR with TTS Tutorial. Fix enhancer usage. (#6955) * Add ASR with TTS Tutorial * Fix enhancer usage Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * install_bs (#7019) Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * fix tab text gen (#7022) Signed-off-by: Yi Dong <yidong@nvidia.com> * TE bug fix (#7027) Signed-off-by: Dmytro Pykhtar <dpykhtar@nvidia.com> * Add support for Numba FP16 RNNT Loss (#6991) (#7038) * Force working space memory to always be in fp32 Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for fp16 testing in Numba Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for fp16 testing in Numba Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for fp16 testing in Numba Signed-off-by: smajumdar <titu1994@gmail.com> * Fix cost calculation by upcasting to fp32 Signed-off-by: smajumdar <titu1994@gmail.com> * Fix cost calculation by upcasting to fp32 Signed-off-by: smajumdar <titu1994@gmail.com> * Add support to check if numba fp16 is available Signed-off-by: smajumdar <titu1994@gmail.com> * add RNN-T loss implemented by PyTorch and test code (#5312) * Fix the bugs in cache-aware streaming Conformer (#5032) Signed-off-by: Vahid <vnoroozi@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * IA3 support for GPT and T5 (#4909) * init commit for ia3 adater training in GPT Signed-off-by: arendu <adithya.r@gmail.com> * ia3 adater training in GPT, models and adapter classes Signed-off-by: arendu <adithya.r@gmail.com> * reshape to operate even on non-contiguous tensors Signed-off-by: arendu <adithya.r@gmail.com> * configs Signed-off-by: arendu <adithya.r@gmail.com> * fixed none init Signed-off-by: arendu <adithya.r@gmail.com> * adding adapter and ia3 support for T5 based models Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * config update and t5 model adapter and ia3 Signed-off-by: arendu <adithya.r@gmail.com> * removed unused imports Signed-off-by: arendu <adithya.r@gmail.com> * predict step for inference Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * adapter inference for t5 Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * fixed bug micro and global batch size in eval Signed-off-by: arendu <adithya.r@gmail.com> * minor edit Signed-off-by: arendu <adithya.r@gmail.com> * agressive truncation if in test examples if no truncation field is given Signed-off-by: arendu <adithya.r@gmail.com> * corrected for language_model_path name changes in main Signed-off-by: arendu <adithya.r@gmail.com> * removed unused import Signed-off-by: arendu <adithya.r@gmail.com> * name change for language_model_path Signed-off-by: arendu <adithya.r@gmail.com> * include inter_attention to IA3 Signed-off-by: arendu <adithya.r@gmail.com> * minor fix in confg Signed-off-by: arendu <adithya.r@gmail.com> * minor fixes Signed-off-by: arendu <adithya.r@gmail.com> * removed unused flag Signed-off-by: arendu <adithya.r@gmail.com> * addressing PR comments Signed-off-by: arendu <adithya.r@gmail.com> * address PR comments Signed-off-by: arendu <adithya.r@gmail.com> * minor fix Signed-off-by: arendu <adithya.r@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * style fix Signed-off-by: arendu <adithya.r@gmail.com> * CI test Signed-off-by: arendu <adithya.r@gmail.com> * minor fix in jenkinsfile Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Bug fix - Limit val batches set to 1.0 (#5023) * Bug fix Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Adressed sandeep's comments * Fixing limit val batches support in bert * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fixing limit val batches support in bert * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [bug_fix] kv_channels is used when available (#5066) * fix bug s.t kv_channels is used when available Signed-off-by: arendu <adithya.r@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * P&C Docs (#5068) (#5069) Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Co-authored-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add spe_split_by_unicode_script arg (#5072) * Add spe_split_by_unicode_script arg Signed-off-by: Anas <aabouallaban@pm.me> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Anas <aabouallaban@pm.me> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * probabilites -> probabilities (#5078) (#5079) Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * increase PR and Issue sweep quantity and active close PRs. (#5073) * increase PR and Issue sweep quantity and active close PRs. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] added missing German phoneme tokenizer. (#5070) (#5074) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * rename to match prompt leanring (#5076) Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061) * Fixes to seq2seq eval Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Style Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Notebook bug fixes (#5084) (#5085) * Notebook bug fixes Signed-off-by: Virginia Adams <vadams@nvidia.com> * Turned nemo install back on Signed-off-by: Virginia Adams <vadams@nvidia.com> * reverted notebook Signed-off-by: Virginia Adams <vadams@nvidia.com> * Updated one line in entity linking nb Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Virginia Adams <vadams@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Virginia Adams <vadams@nvidia.com> Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * update strategy in notebook from ddp_fork to dp (#5088) (#5089) Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix bug in Squeezeformer Conv block (#5011) (#5024) * Fix bug in Squeezeformer Conv block Signed-off-by: smajumdar <smajumdar@nvidia.com> * Fix kernel context Signed-off-by: smajumdar <smajumdar@nvidia.com> * Fix access mixin Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * fixed megatron lm conversion bug (PTL related) (#5038) (#5063) Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com> Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com> Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com> Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com> Co-authored-by: David <amosalla@asu.edu> Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) (#5094) Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix numba (#5098) Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Make it possible to specify output_filename in normalize_with_audio.py (#5092) Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Greedy decoding confidence for CTC and RNNT (#4931) * rnnt confidence draft Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * word confidence Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * advanced entropies added Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * refactoring Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * oops forgot a file Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * metrics and benchmarking script added Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * style fix Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * texterrors installation added Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * lgtm and bug fix Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * fix comments Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * fix typos Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * add missing import after rebase Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> Co-authored-by: Aleksandr Laptev <alaptev@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [Add] SLURP models and examples (#4668) * add model, util and loss Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 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<zhilinw@nvidia.com> * integrate HF BART MNLI into zero shot intent model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate Dialogue Nearest Neighbour Model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * refactor Dialogue SGD Data Processor to make interface for models cleaner Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Dialogue S2S Generation model for DialogueSGDDataProcessor interface Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * support sgd and drive thru datasets by zero shot model and nearest neighbour model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add prediction saving code to nearest neighbour and zero shot intent models Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix typo in sgd data processor Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate Dialogue Mellon QA Data Processor Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update mellon qa Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue.py to remove outdated info Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue_config.yaml Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue_config.yaml Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add dialogue docs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address review comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix for cfg Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * make dependency on apex optional Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * change NLPDDPluggin calling logic to make it possible to run without apex Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add first draft of tutorial Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * reduce ms marco size by removing lines without wellFormedAnswers Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address pr comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update colab tutorial link in dialogue docs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * include unit test and some refactor to facilitate unit test Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address pr issues Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove typos in dialogue tutorial Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * support larger files for question answering Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unnecessary artifacts to reduce memory use Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * put 0 tensor to device Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update link within dialogue tutorial Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * restore previously delete files Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error handling when loss = nan Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update nan handling Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update spanning loss func Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update spanning loss Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix type error raised in qa_dataset.py Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add error checking message Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert back to float32 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert back to float32 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update exp logging Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update loading of large file from pickle to json Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update loading of large file from pickle to json Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * limit number of negative samples Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert post processing Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert post processing Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused methods and style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add more documentation Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused imports Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * changes base on PR review Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * set wandb logger falseby default Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update interface with megatron gpt prompt learning Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update inline documentation Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update prompt_ids Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msg Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update config Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update config Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * set inference = False for dialgue prompt learning during trainng Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * set inference = False for dialgue prompt learning during trainng Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused code Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update config yaml Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix bug for megatron gpt prompt learning Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused import Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address comments in PR Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address comments in PR Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address typo Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add megatron t5 inference Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix bug due to bert tokenizer not being space-aware Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update IntentSlotModel onnx export test Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update exportable Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address PR comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * improve speed of rank_candidates and support for p tuning Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue.py Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix megatron prompt learning saving bug Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update generate_candidate method Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove repeated init text ids and invert attention masks Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update typo Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * custom collate fn to remove excess padding in batch Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update complete method to mitigate issue when max seq len is low Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address pr comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update generation interface Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> Co-authored-by: Zhilin Wang <zhilinw@nvidia.com> Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com> Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Added save inference ready .nemo file with every checkpoint (#5055) * Added save inference ready .nemo file with every checkpoint Signed-off-by: Virginia Adams <vadams@nvidia.com> * Python style fix Signed-off-by: Virginia Adams <vadams@nvidia.com> * addressed Adi's comment Signed-off-by: Virginia Adams <vadams@nvidia.com> * Added ptuning check in model checkpoint saving Signed-off-by: Virginia Adams <vadams@nvidia.com> * Changed save_nemo_on_valdaition default to False Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Changes global batch size of adapter CI Signed-off-by: Virginia Adams <vadams@nvidia.com> * Changed num workers to 0 Signed-off-by: Virginia Adams <vadams@nvidia.com> * added first stage of pipeline check Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118) * Remove ; from jupyter notebook cells Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix typos in documentation/code Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix output message to have 'or equal' Signed-off-by: Igor Gitman <igitman@nvidia.com> * Link formatting fixes Signed-off-by: Igor Gitman <igitman@nvidia.com> * Add error if max_utts is used in tarred datasets Signed-off-by: Igor Gitman <igitman@nvidia.com> * Remove max_utts parameter from tarred datasets Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix max_utts removal in tests Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix typo if -> is Signed-off-by: Igor Gitman <igitman@nvidia.com> Signed-off-by: Igor Gitman <igitman@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Merge r1.12.0 main (#5139) * update branch Signed-off-by: ericharper <complex451@gmail.com> * Add cherry-pick action (#4958) * add cherry-pick action Signed-off-by: ericharper <complex451@gmail.com> * Pin Transformers version to fix CI (#4955) * Pin transformers version in CI to prevent offline tokenizer loading error Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop version Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Enable offline Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> * upper bound transformers Signed-off-by: ericharper <complex451@gmail.com> * remove duplicate transformers requirement Signed-off-by: ericharper <complex451@gmail.com> * Release SOTA Lang ID model (#5080) * add pretrained lang id model ambernet Signed-off-by: fayejf <fayejf07@gmail.com> * update doc and style fix Signed-off-by: fayejf <fayejf07@gmail.com> Signed-off-by: fayejf <fayejf07@gmail.com> * update branch and package info Signed-off-by: ericharper <complex451@gmail.com> * remove upper bounds on lightning and transformers Signed-off-by: ericharper <complex451@gmail.com> * remove transformers offline from ci Signed-off-by: ericharper <complex451@gmail.com> * upper bound transformers Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: fayejf <fayejf07@gmail.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Added ASR model comparison to SDE (#5043) SDE: Added ASR model comparison tool to SDE transcribe speech: Added support for many predictions in one file, as well as custom field names Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * fix nmt eval sampler (#5154) Signed-off-by: Abhinav Khattar <aklife97@gmail.com> Signed-off-by: Abhinav Khattar <aklife97@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix Global init steps (#5143) * move global step to base Signed-off-by: Yi Dong <yidong@nvidia.com> * fix fused softmax Signed-off-by: Yi Dong <yidong@nvidia.com> * add the missing file Signed-off-by: Yi Dong <yidong@nvidia.com> * update the fused kernel Signed-off-by: Yi Dong <doyend@gmail.com> * fix import error Signed-off-by: Yi Dong <doyend@gmail.com> * fix import again Signed-off-by: Yi Dong <yidong@nvidia.com> Signed-off-by: Yi Dong <yidong@nvidia.com> Signed-off-by: Yi Dong <doyend@gmail.com> Co-authored-by: Yi Dong <doyend@gmail.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518) * bug fix - sample rate was being ignored in vocoder dataset when not loading mel * handled n segments for a different sampling rate than original sampling rate * Added case for n_segments 0, warning for n_segments greater than file length Signed-off-by: Paarth Neekhara <paarth.n@gmail.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Jocelyn <jocelynh@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add EMA support to NeMo (#4764) * Added Base files Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Some refactors, swap to using MNIST Lnet Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add a few more tests, allow the callback to be set via the exp manager Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Actually run validation for testing Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Run isort Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add test for saving state/fix saving state Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Use dummy model Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix test Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add copyright Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Support saving separate EMA weight module Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add standalone functionality/logging Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Expose more parameters Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Modify to allow option to replace validation Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add jenkins test, formatting Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Pin Transformers version to fix CI (#4955) * Pin transformers version in CI to prevent offline tokenizer loading error Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop version Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Enable offline Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add cherry-pick action (#4958) (#4961) * add cherry-pick action Signed-off-by: ericharper <complex451@gmail.com> * Pin Transformers version to fix CI (#4955) * Pin transformers version in CI to prevent offline tokenizer loading error Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop version Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Enable offline Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix changelog builder (#4962) (#4963) Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * fix cherry pick workflow (#4964) (#4965) Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * reorder model check (#4959) (#4967) Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * check for active conda environment (#4970) (#4971) Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Checkpoint averaging class fix (#4946) * 1. Added args.class_path to provide it externally. Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> * 1. Fixed style. Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add ability to give seperate datasets for test, train and validation (#4798) * Add ability to give seperate datasets for test, train and validation * Addressed Sandeeps comments * Addressed Sandeeps comments * Add ability to give seperate datasets for test, train and validation * Add ability to give seperate datasets for test, train and validation * Addressed review comments * Bug fix for common dataset utils * Add CI tests Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * Reformat code Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * Bug fix Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * Bug fix * Bug Fix * Bug Fix * Update Jenkinsfile * Addressed comments * Addressed Eriks comments. * Addressed Sandeep * Update Jenkinsfile * Update Jenkinsfile * Update dataset_utils.py * Update Jenkinsfile * Update Jenkinsfile * Use GPT CI config Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * fix label models restoring issue from wrighted cross entropy (#4968) (#4975) Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add simple pre-commit file (#4983) * Add simple pre-commit file Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Exclude docs folder Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Revert "[pre-commit.ci] auto fixes from pre-commit.com hooks" This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb. Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951) Signed-off-by: Jin Li <liji@nvidia.com> Signed-off-by: Jin Li <liji@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Adding speaker embedding conditioning in fastpitch (#4986) Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com> Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix ASR issues (#4984) (#4991) * Fix ASR issues Signed-off-by: smajumdar <smajumdar@nvidia.com> * Revert fix Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix current tests Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * More test coverage Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Address reviews Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Address review Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop bf16 test Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Address review Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * remove print Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add bf16 Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Jin Li <liji@nvidia.com> Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com> Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Micha Livne <michalivne@users.noreply.github.com> Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com> Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com> Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix BF16 test (#5162) Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix errors in speaker diarization nemo docs (#5153) * fix docs and docstrings for MSDD Signed-off-by: Taejin Park <tango4j@gmail.com> * fix nemo docs errors Signed-off-by: Taejin Park <tango4j@gmail.com> * reflected review comments Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add interleaved pipeline schedule to GPT (#5025) * add virtual pipeline size to config Signed-off-by: ericharper <complex451@gmail.com> * convert model to list of modules Signed-off-by: ericharper <complex451@gmail.com> * convert model to list of modules Signed-off-by: ericharper <complex451@gmail.com> * convert model to list of modules Signed-off-by: ericharper <complex451@gmail.com> * update for list of modules Signed-off-by: ericharper <complex451@gmail.com> * add virtual to init Signed-off-by: ericharper <complex451@gmail.com> * update first last stage embedding all reduce Signed-off-by: ericharper <complex451@gmail.com> * update sequence parallel all reduce for virtual models Signed-off-by: ericharper <complex451@gmail.com> * runs but we get an error Signed-off-by: ericharper <complex451@gmail.com> * set virtual rank 0 after looping Signed-off-by: ericharper <complex451@gmail.com> * account for virtual when determinining first and last pipeline stages Signed-off-by: ericharper <complex451@gmail.com> * checkpointing for virtual models in progress Signed-off-by: ericharper <complex451@gmail.com> * add checkpoint hooks Signed-off-by: ericharper <complex451@gmail.com> * working on validation when resuming Signed-off-by: ericharper <complex451@gmail.com> * skip sanity val steps by default in config Signed-off-by: ericharper <complex451@gmail.com> * remove comment Signed-off-by: ericharper <complex451@gmail.com> * log number of params Signed-off-by: ericharper <complex451@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * style Signed-off-by: ericharper <complex451@gmail.com> * check if self.model is a list Signed-off-by: ericharper <complex451@gmail.com> * make virtual pipeline default size None on init Signed-off-by: ericharper <complex451@gmail.com> * make virtual pipeline default to None in config Signed-off-by: ericharper <complex451@gmail.com> * remove ensure_divisibility call Signed-off-by: ericharper <complex451@gmail.com> * fix lgtm alerts Signed-off-by: ericharper <complex451@gmail.com> * remove num_sanity_val_steps from config Signed-off-by: ericharper <com…
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* update package info Signed-off-by: ericharper <complex451@gmail.com> * fix the mpt chatbot (#6957) Signed-off-by: Yi Dong <yidong@nvidia.com> * Remove `compute_on_step` from metrics (#6979) * Remove `compute_on_step` from metrics Signed-off-by: smajumdar <titu1994@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove confusing log message Signed-off-by: smajumdar <titu1994@gmail.com> * Update tests Signed-off-by: smajumdar <titu1994@gmail.com> --------- Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Hybrid conformer export (#6983) * Implemented generic kv-pair setting of export_config from args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid conformer export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid decoder export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Changed from **kwargs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docstring Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docs added Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Stringify args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Added docs for ASR export configs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * lowercase ctc Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cache handling without input tensors mutation (#6980) * Cache handling without input tensors mutation Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup#2 Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup#3 Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> * fixes for spellmapper (#6994) Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> * Fixing an issue with confidence ensembles (#6987) * Bug fix for the confidence ensembles Signed-off-by: Igor Gitman <igitman@nvidia.com> * Relax constraints for the test Signed-off-by: Igor Gitman <igitman@nvidia.com> --------- Signed-off-by: Igor Gitman <igitman@nvidia.com> * [TTS] Append pretrained FastPitch & SpectrogamEnhancer pair to available models (#7012) * [TTS] fastpitch: add english libritts model with asr stft parameters (25 ms 10 ms) Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] enhancer: add pretrained model intended for asr finetuning Signed-off-by: Roman Korostik <rkorostik@nvidia.com> --------- Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * Add ASR with TTS Tutorial. Fix enhancer usage. (#6955) * Add ASR with TTS Tutorial * Fix enhancer usage Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * install_bs (#7019) Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * fix tab text gen (#7022) Signed-off-by: Yi Dong <yidong@nvidia.com> * TE bug fix (#7027) Signed-off-by: Dmytro Pykhtar <dpykhtar@nvidia.com> * Add support for Numba FP16 RNNT Loss (#6991) (#7038) * Force working space memory to always be in fp32 Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for fp16 testing in Numba Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for fp16 testing in Numba Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for fp16 testing in Numba Signed-off-by: smajumdar <titu1994@gmail.com> * Fix cost calculation by upcasting to fp32 Signed-off-by: smajumdar <titu1994@gmail.com> * Fix cost calculation by upcasting to fp32 Signed-off-by: smajumdar <titu1994@gmail.com> * Add support to check if numba fp16 is available Signed-off-by: smajumdar <titu1994@gmail.com> * add RNN-T loss implemented by PyTorch and test code (#5312) * Fix the bugs in cache-aware streaming Conformer (#5032) Signed-off-by: Vahid <vnoroozi@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * IA3 support for GPT and T5 (#4909) * init commit for ia3 adater training in GPT Signed-off-by: arendu <adithya.r@gmail.com> * ia3 adater training in GPT, models and adapter classes Signed-off-by: arendu <adithya.r@gmail.com> * reshape to operate even on non-contiguous tensors Signed-off-by: arendu <adithya.r@gmail.com> * configs Signed-off-by: arendu <adithya.r@gmail.com> * fixed none init Signed-off-by: arendu <adithya.r@gmail.com> * adding adapter and ia3 support for T5 based models Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * config update and t5 model adapter and ia3 Signed-off-by: arendu <adithya.r@gmail.com> * removed unused imports Signed-off-by: arendu <adithya.r@gmail.com> * predict step for inference Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * adapter inference for t5 Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * fixed bug micro and global batch size in eval Signed-off-by: arendu <adithya.r@gmail.com> * minor edit Signed-off-by: arendu <adithya.r@gmail.com> * agressive truncation if in test examples if no truncation field is given Signed-off-by: arendu <adithya.r@gmail.com> * corrected for language_model_path name changes in main Signed-off-by: arendu <adithya.r@gmail.com> * removed unused import Signed-off-by: arendu <adithya.r@gmail.com> * name change for language_model_path Signed-off-by: arendu <adithya.r@gmail.com> * include inter_attention to IA3 Signed-off-by: arendu <adithya.r@gmail.com> * minor fix in confg Signed-off-by: arendu <adithya.r@gmail.com> * minor fixes Signed-off-by: arendu <adithya.r@gmail.com> * removed unused flag Signed-off-by: arendu <adithya.r@gmail.com> * addressing PR comments Signed-off-by: arendu <adithya.r@gmail.com> * address PR comments Signed-off-by: arendu <adithya.r@gmail.com> * minor fix Signed-off-by: arendu <adithya.r@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * style fix Signed-off-by: arendu <adithya.r@gmail.com> * CI test Signed-off-by: arendu <adithya.r@gmail.com> * minor fix in jenkinsfile Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Bug fix - Limit val batches set to 1.0 (#5023) * Bug fix Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Adressed sandeep's comments * Fixing limit val batches support in bert * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fixing limit val batches support in bert * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [bug_fix] kv_channels is used when available (#5066) * fix bug s.t kv_channels is used when available Signed-off-by: arendu <adithya.r@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * P&C Docs (#5068) (#5069) Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Co-authored-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add spe_split_by_unicode_script arg (#5072) * Add spe_split_by_unicode_script arg Signed-off-by: Anas <aabouallaban@pm.me> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Anas <aabouallaban@pm.me> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * probabilites -> probabilities (#5078) (#5079) Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * increase PR and Issue sweep quantity and active close PRs. (#5073) * increase PR and Issue sweep quantity and active close PRs. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] added missing German phoneme tokenizer. 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<66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Notebook bug fixes (#5084) (#5085) * Notebook bug fixes Signed-off-by: Virginia Adams <vadams@nvidia.com> * Turned nemo install back on Signed-off-by: Virginia Adams <vadams@nvidia.com> * reverted notebook Signed-off-by: Virginia Adams <vadams@nvidia.com> * Updated one line in entity linking nb Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Virginia Adams <vadams@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Virginia Adams <vadams@nvidia.com> Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * update strategy in notebook from ddp_fork to dp (#5088) (#5089) Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix bug in Squeezeformer Conv block (#5011) (#5024) * Fix bug in Squeezeformer Conv block Signed-off-by: smajumdar <smajumdar@nvidia.com> * Fix kernel context Signed-off-by: smajumdar <smajumdar@nvidia.com> * Fix access mixin Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * fixed megatron lm conversion bug (PTL related) (#5038) (#5063) Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com> Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com> Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com> Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com> Co-authored-by: David <amosalla@asu.edu> Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) 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pybtex.database.InvalidNameString: Too many commas in author field. 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backward compatible support for IntentSlotClassificationModel (bert model) Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * save prediction file for IntentSlotClassification Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue gpt model training for megatron gpt Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove batch generate for HF GPT2, which causes lower performance Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add few shot capability to dialogue gpt model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile and remove unused import Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update code description and clarity Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address PR comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate compatibility with ZeroShotIntentModel Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * rename folder to dialogue due to increased scope and further refactor for clarity Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * added dialogue GPT for sequence generation task (e.g. answer extender) Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add CI test for DialogueGPTGenerationModel Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate DialogueS2SGenerationModel for generation task (e.g. answer extender) Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * modify huggingface utils to support HF t5/BART models Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused imports Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update bleu metric Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix bleu metric style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * debug bleu metric Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * debug bleu metric Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update based on PR #3893 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update 2 based on PR #3893 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update 3 based on PR #3893 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate sgd generation based on user user utterance and system slot-values to generate system utterance Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add validation model saving capabilities Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * cleaned up code for SGD Based Answer extender Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Dialogue Generation CI Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix Jenkins CI issue" Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add support for design dataset Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unnecessary imports Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * support megatron for dialogue_s2s_generation_model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * reduce loaded samples in MSMarcoDataProcessor to 64 when cfg.model.dataset.debug_mode=True Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update CI Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update checkpoint and predictions filename to include epoch number Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate HF BART MNLI into zero shot intent model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate Dialogue Nearest Neighbour Model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * refactor Dialogue SGD Data Processor to make interface for models cleaner Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Dialogue S2S Generation model for DialogueSGDDataProcessor interface Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * support sgd and drive thru datasets by zero shot model and nearest neighbour model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add prediction saving code to nearest neighbour and zero shot intent models Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix typo in sgd data processor Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate Dialogue Mellon QA Data Processor Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update mellon qa Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue.py to remove outdated info Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue_config.yaml Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue_config.yaml Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add dialogue docs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address review comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix for cfg Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * make dependency on apex optional Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * change NLPDDPluggin calling logic to make it possible to run without apex Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add first draft of tutorial Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * reduce ms marco size by removing lines without wellFormedAnswers Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address pr comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update colab tutorial link in dialogue docs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * include unit test and some refactor to facilitate unit test Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address pr issues Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove typos in dialogue tutorial Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * support larger files for question answering Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unnecessary artifacts to reduce memory use Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * put 0 tensor to device Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update link within dialogue tutorial Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * restore previously delete files Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error handling when loss = nan Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update nan handling Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update spanning loss func Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update spanning loss Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix type error raised in qa_dataset.py Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add error checking message Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert back to float32 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert back to float32 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update exp logging Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update loading of large file from pickle to json Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update loading of large file from pickle to json Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * limit number of negative samples Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert post processing Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert post processing Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused methods and style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add more documentation Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused imports Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * changes base on PR review Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * set wandb logger falseby default Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update interface with megatron gpt prompt learning Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update inline documentation Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update prompt_ids Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msg Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update config Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update config Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * set inference = False for dialgue prompt learning during trainng Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * set inference = False for dialgue prompt learning during trainng Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused code Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update config yaml Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix bug for megatron gpt prompt learning Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused import Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address comments in PR Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address comments in PR Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address typo Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add megatron t5 inference Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix bug due to bert tokenizer not being space-aware Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update IntentSlotModel onnx export test Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update exportable Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address PR comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * improve speed of rank_candidates and support for p tuning Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue.py Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix megatron prompt learning saving bug Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update generate_candidate method Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove repeated init text ids and invert attention masks Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update typo Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * custom collate fn to remove excess padding in batch Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update complete method to mitigate issue when max seq len is low Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address pr comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update generation interface Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> Co-authored-by: Zhilin Wang <zhilinw@nvidia.com> Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com> Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Added save inference ready .nemo file with every checkpoint (#5055) * Added save inference ready .nemo file with every checkpoint Signed-off-by: Virginia Adams <vadams@nvidia.com> * Python style fix Signed-off-by: Virginia Adams <vadams@nvidia.com> * addressed Adi's comment Signed-off-by: Virginia Adams <vadams@nvidia.com> * Added ptuning check in model checkpoint saving Signed-off-by: Virginia Adams <vadams@nvidia.com> * Changed save_nemo_on_valdaition default to False Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Changes global batch size of adapter CI Signed-off-by: Virginia Adams <vadams@nvidia.com> * Changed num workers to 0 Signed-off-by: Virginia Adams <vadams@nvidia.com> * added first stage of pipeline check Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118) * Remove ; from jupyter notebook cells Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix typos in documentation/code Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix output message to have 'or equal' Signed-off-by: Igor Gitman <igitman@nvidia.com> * Link formatting fixes Signed-off-by: Igor Gitman <igitman@nvidia.com> * Add error if max_utts is used in tarred datasets Signed-off-by: Igor Gitman <igitman@nvidia.com> * Remove max_utts parameter from tarred datasets Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix max_utts removal in tests Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix typo if -> is Signed-off-by: Igor Gitman <igitman@nvidia.com> Signed-off-by: Igor Gitman <igitman@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Merge r1.12.0 main (#5139) * update branch Signed-off-by: ericharper <complex451@gmail.com> * Add cherry-pick action (#4958) * add cherry-pick action Signed-off-by: ericharper <complex451@gmail.com> * Pin Transformers version to fix CI (#4955) * Pin transformers version in CI to prevent offline tokenizer loading error Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop version Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Enable offline Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> * upper bound transformers Signed-off-by: ericharper <complex451@gmail.com> * remove duplicate transformers requirement Signed-off-by: ericharper <complex451@gmail.com> * Release SOTA Lang ID model (#5080) * add pretrained lang id model ambernet Signed-off-by: fayejf <fayejf07@gmail.com> * update doc and style fix Signed-off-by: fayejf <fayejf07@gmail.com> Signed-off-by: fayejf <fayejf07@gmail.com> * update branch and package info Signed-off-by: ericharper <complex451@gmail.com> * remove upper bounds on lightning and transformers Signed-off-by: ericharper <complex451@gmail.com> * remove transformers offline from ci Signed-off-by: ericharper <complex451@gmail.com> * upper bound transformers Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: fayejf <fayejf07@gmail.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Added ASR model comparison to SDE (#5043) SDE: Added ASR model comparison tool to SDE transcribe speech: Added support for many predictions in one file, as well as custom field names Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * fix nmt eval sampler (#5154) Signed-off-by: Abhinav Khattar <aklife97@gmail.com> Signed-off-by: Abhinav Khattar <aklife97@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix Global init steps (#5143) * move global step to base Signed-off-by: Yi Dong <yidong@nvidia.com> * fix fused softmax Signed-off-by: Yi Dong <yidong@nvidia.com> * add the missing file Signed-off-by: Yi Dong <yidong@nvidia.com> * update the fused kernel Signed-off-by: Yi Dong <doyend@gmail.com> * fix import error Signed-off-by: Yi Dong <doyend@gmail.com> * fix import again Signed-off-by: Yi Dong <yidong@nvidia.com> Signed-off-by: Yi Dong <yidong@nvidia.com> Signed-off-by: Yi Dong <doyend@gmail.com> Co-authored-by: Yi Dong <doyend@gmail.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518) * bug fix - sample rate was being ignored in vocoder dataset when not loading mel * handled n segments for a different sampling rate than original sampling rate * Added case for n_segments 0, warning for n_segments greater than file length Signed-off-by: Paarth Neekhara <paarth.n@gmail.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Jocelyn <jocelynh@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add EMA support to NeMo (#4764) * Added Base files Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Some refactors, swap to using MNIST Lnet Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add a few more tests, allow the callback to be set via the exp manager Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Actually run validation for testing Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Run isort Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add test for saving state/fix saving state Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Use dummy model Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix test Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add copyright Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Support saving separate EMA weight module Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add standalone functionality/logging Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Expose more parameters Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Modify to allow option to replace validation Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add jenkins test, formatting Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Pin Transformers version to fix CI (#4955) * Pin transformers version in CI to prevent offline tokenizer loading error Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop version Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Enable offline Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add cherry-pick action (#4958) (#4961) * add cherry-pick action Signed-off-by: ericharper <complex451@gmail.com> * Pin Transformers version to fix CI (#4955) * Pin transformers version in CI to prevent offline tokenizer loading error Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop version Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Enable offline Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix changelog builder (#4962) (#4963) Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * fix cherry pick workflow (#4964) (#4965) Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * reorder model check (#4959) (#4967) Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * check for active conda environment (#4970) (#4971) Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Checkpoint averaging class fix (#4946) * 1. Added args.class_path to provide it externally. Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> * 1. Fixed style. Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add ability to give seperate datasets for test, train and validation (#4798) * Add ability to give seperate datasets for test, train and validation * Addressed Sandeeps comments * Addressed Sandeeps comments * Add ability to give seperate datasets for test, train and validation * Add ability to give seperate datasets for test, train and validation * Addressed review comments * Bug fix for common dataset utils * Add CI tests Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * Reformat code Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * Bug fix Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * Bug fix * Bug Fix * Bug Fix * Update Jenkinsfile * Addressed comments * Addressed Eriks comments. * Addressed Sandeep * Update Jenkinsfile * Update Jenkinsfile * Update dataset_utils.py * Update Jenkinsfile * Update Jenkinsfile * Use GPT CI config Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * fix label models restoring issue from wrighted cross entropy (#4968) (#4975) Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add simple pre-commit file (#4983) * Add simple pre-commit file Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Exclude docs folder Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Revert "[pre-commit.ci] auto fixes from pre-commit.com hooks" This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb. Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951) Signed-off-by: Jin Li <liji@nvidia.com> Signed-off-by: Jin Li <liji@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Adding speaker embedding conditioning in fastpitch (#4986) Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com> Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix ASR issues (#4984) (#4991) * Fix ASR issues Signed-off-by: smajumdar <smajumdar@nvidia.com> * Revert fix Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix current tests Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * More test coverage Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Address reviews Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Address review Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop bf16 test Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Address review Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * remove print Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add bf16 Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Jin Li <liji@nvidia.com> Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com> Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Micha Livne <michalivne@users.noreply.github.com> Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com> Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com> Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix BF16 test (#5162) Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix errors in speaker diarization nemo docs (#5153) * fix docs and docstrings for MSDD Signed-off-by: Taejin Park <tango4j@gmail.com> * fix nemo docs errors Signed-off-by: Taejin Park <tango4j@gmail.com> * reflected review comments Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add interleaved pipeline schedule to GPT (#5025) * add virtual pipeline size to config Signed-off-by: ericharper <complex451@gmail.com> * convert model to list of modules Signed-off-by: ericharper <complex451@gmail.com> * convert model to list of modules Signed-off-by: ericharper <complex451@gmail.com> * convert model to list of modules Signed-off-by: ericharper <complex451@gmail.com> * update for list of modules Signed-off-by: ericharper <complex451@gmail.com> * add virtual to init Signed-off-by: ericharper <complex451@gmail.com> * update first last stage embedding all reduce Signed-off-by: ericharper <complex451@gmail.com> * update sequence parallel all reduce for virtual models Signed-off-by: ericharper <complex451@gmail.com> * runs but we get an error Signed-off-by: ericharper <complex451@gmail.com> * set virtual rank 0 after looping Signed-off-by: ericharper <complex451@gmail.com> * account for virtual when determinining first and last pipeline stages Signed-off-by: ericharper <complex451@gmail.com> * checkpointing for virtual models in progress Signed-off-by: ericharper <complex451@gmail.com> * add checkpoint hooks Signed-off-by: ericharper <complex451@gmail.com> * working on validation when resuming Signed-off-by: ericharper <complex451@gmail.com> * skip sanity val steps by default in config Signed-off-by: ericharper <complex451@gmail.com> * remove comment Signed-off-by: ericharper <complex451@gmail.com> * log number of params Signed-off-by: ericharper <complex451@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * style Signed-off-by: ericharper <complex451@gmail.com> * check if self.model is a list Signed-off-by: ericharper <complex451@gmail.com> * make virtual pipeline default size None on init Signed-off-by: ericharper <complex451@gmail.com> * make virtual pipeline default to None in config Signed-off-by: ericharper <complex451@gmail.com> * remove ensure_divisibility call Signed-off-by: ericharper <complex451@gmail.com> * fix lgtm alerts Signed-off-by: ericharper <complex451@gmail.com> * remove num_sanity_val_steps from config Signed-off-by: ericharper <complex451@gmai…
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* update package info Signed-off-by: ericharper <complex451@gmail.com> * fix the mpt chatbot (#6957) Signed-off-by: Yi Dong <yidong@nvidia.com> * Remove `compute_on_step` from metrics (#6979) * Remove `compute_on_step` from metrics Signed-off-by: smajumdar <titu1994@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove confusing log message Signed-off-by: smajumdar <titu1994@gmail.com> * Update tests Signed-off-by: smajumdar <titu1994@gmail.com> --------- Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Hybrid conformer export (#6983) * Implemented generic kv-pair setting of export_config from args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid conformer export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid decoder export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Changed from **kwargs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docstring Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docs added Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Stringify args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Added docs for ASR export configs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * lowercase ctc Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cache handling without input tensors mutation (#6980) * Cache handling without input tensors mutation Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup#2 Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup#3 Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> * fixes for spellmapper (#6994) Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> * Fixing an issue with confidence ensembles (#6987) * Bug fix for the confidence ensembles Signed-off-by: Igor Gitman <igitman@nvidia.com> * Relax constraints for the test Signed-off-by: Igor Gitman <igitman@nvidia.com> --------- Signed-off-by: Igor Gitman <igitman@nvidia.com> * [TTS] Append pretrained FastPitch & SpectrogamEnhancer pair to available models (#7012) * [TTS] fastpitch: add english libritts model with asr stft parameters (25 ms 10 ms) Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] enhancer: add pretrained model intended for asr finetuning Signed-off-by: Roman Korostik <rkorostik@nvidia.com> --------- Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * Add ASR with TTS Tutorial. Fix enhancer usage. (#6955) * Add ASR with TTS Tutorial * Fix enhancer usage Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * install_bs (#7019) Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * fix tab text gen (#7022) Signed-off-by: Yi Dong <yidong@nvidia.com> * TE bug fix (#7027) Signed-off-by: Dmytro Pykhtar <dpykhtar@nvidia.com> * Add support for Numba FP16 RNNT Loss (#6991) (#7038) * Force working space memory to always be in fp32 Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for fp16 testing in Numba Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for fp16 testing in Numba Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for fp16 testing in Numba Signed-off-by: smajumdar <titu1994@gmail.com> * Fix cost calculation by upcasting to fp32 Signed-off-by: smajumdar <titu1994@gmail.com> * Fix cost calculation by upcasting to fp32 Signed-off-by: smajumdar <titu1994@gmail.com> * Add support to check if numba fp16 is available Signed-off-by: smajumdar <titu1994@gmail.com> * add RNN-T loss implemented by PyTorch and test code (#5312) * Fix the bugs in cache-aware streaming Conformer (#5032) Signed-off-by: Vahid <vnoroozi@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * IA3 support for GPT and T5 (#4909) * init commit for ia3 adater training in GPT Signed-off-by: arendu <adithya.r@gmail.com> * ia3 adater training in GPT, models and adapter classes Signed-off-by: arendu <adithya.r@gmail.com> * reshape to operate even on non-contiguous tensors Signed-off-by: arendu <adithya.r@gmail.com> * configs Signed-off-by: arendu <adithya.r@gmail.com> * fixed none init Signed-off-by: arendu <adithya.r@gmail.com> * adding adapter and ia3 support for T5 based models Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * config update and t5 model adapter and ia3 Signed-off-by: arendu <adithya.r@gmail.com> * removed unused imports Signed-off-by: arendu <adithya.r@gmail.com> * predict step for inference Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * adapter inference for t5 Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * fixed bug micro and global batch size in eval Signed-off-by: arendu <adithya.r@gmail.com> * minor edit Signed-off-by: arendu <adithya.r@gmail.com> * agressive truncation if in test examples if no truncation field is given Signed-off-by: arendu <adithya.r@gmail.com> * corrected for language_model_path name changes in main Signed-off-by: arendu <adithya.r@gmail.com> * removed unused import Signed-off-by: arendu <adithya.r@gmail.com> * name change for language_model_path Signed-off-by: arendu <adithya.r@gmail.com> * include inter_attention to IA3 Signed-off-by: arendu <adithya.r@gmail.com> * minor fix in confg Signed-off-by: arendu <adithya.r@gmail.com> * minor fixes Signed-off-by: arendu <adithya.r@gmail.com> * removed unused flag Signed-off-by: arendu <adithya.r@gmail.com> * addressing PR comments Signed-off-by: arendu <adithya.r@gmail.com> * address PR comments Signed-off-by: arendu <adithya.r@gmail.com> * minor fix Signed-off-by: arendu <adithya.r@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * style fix Signed-off-by: arendu <adithya.r@gmail.com> * CI test Signed-off-by: arendu <adithya.r@gmail.com> * minor fix in jenkinsfile Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Bug fix - Limit val batches set to 1.0 (#5023) * Bug fix Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Adressed sandeep's comments * Fixing limit val batches support in bert * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fixing limit val batches support in bert * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [bug_fix] kv_channels is used when available (#5066) * fix bug s.t kv_channels is used when available Signed-off-by: arendu <adithya.r@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * P&C Docs (#5068) (#5069) Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Co-authored-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add spe_split_by_unicode_script arg (#5072) * Add spe_split_by_unicode_script arg Signed-off-by: Anas <aabouallaban@pm.me> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Anas <aabouallaban@pm.me> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * probabilites -> probabilities (#5078) (#5079) Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * increase PR and Issue sweep quantity and active close PRs. (#5073) * increase PR and Issue sweep quantity and active close PRs. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] added missing German phoneme tokenizer. (#5070) (#5074) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * rename to match prompt leanring (#5076) Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061) * Fixes to seq2seq eval Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Style Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Notebook bug fixes (#5084) (#5085) * Notebook bug fixes Signed-off-by: Virginia Adams <vadams@nvidia.com> * Turned nemo install back on Signed-off-by: Virginia Adams <vadams@nvidia.com> * reverted notebook Signed-off-by: Virginia Adams <vadams@nvidia.com> * Updated one line in entity linking nb Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Virginia Adams <vadams@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Virginia Adams <vadams@nvidia.com> Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * update strategy in notebook from ddp_fork to dp (#5088) (#5089) Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix bug in Squeezeformer Conv block (#5011) (#5024) * Fix bug in Squeezeformer Conv block Signed-off-by: smajumdar <smajumdar@nvidia.com> * Fix kernel context Signed-off-by: smajumdar <smajumdar@nvidia.com> * Fix access mixin Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * fixed megatron lm conversion bug (PTL related) (#5038) (#5063) Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com> Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com> Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com> Signed-off-by: David Mosallanezhad <dmosallanezh@nvidia.com> Co-authored-by: David <amosalla@asu.edu> Co-authored-by: David Mosallanezhad <dmosallanezh@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix Unhashable type list for Numba Cuda spec augment kernel (#5093) 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pybtex.database.InvalidNameString: Too many commas in author field. 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backward compatible support for IntentSlotClassificationModel (bert model) Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * save prediction file for IntentSlotClassification Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue gpt model training for megatron gpt Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove batch generate for HF GPT2, which causes lower performance Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add few shot capability to dialogue gpt model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile and remove unused import Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update code description and clarity Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address PR comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate compatibility with ZeroShotIntentModel Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * rename folder to dialogue due to increased scope and further refactor for clarity Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * added dialogue GPT for sequence generation task (e.g. answer extender) Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add CI test for DialogueGPTGenerationModel Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate DialogueS2SGenerationModel for generation task (e.g. answer extender) Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * modify huggingface utils to support HF t5/BART models Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused imports Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update bleu metric Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix bleu metric style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * debug bleu metric Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * debug bleu metric Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update based on PR #3893 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update 2 based on PR #3893 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update 3 based on PR #3893 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate sgd generation based on user user utterance and system slot-values to generate system utterance Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add validation model saving capabilities Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * cleaned up code for SGD Based Answer extender Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Dialogue Generation CI Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkinsfile Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix Jenkins CI issue" Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add support for design dataset Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unnecessary imports Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * support megatron for dialogue_s2s_generation_model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * reduce loaded samples in MSMarcoDataProcessor to 64 when cfg.model.dataset.debug_mode=True Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update CI Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update checkpoint and predictions filename to include epoch number Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate HF BART MNLI into zero shot intent model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate Dialogue Nearest Neighbour Model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * refactor Dialogue SGD Data Processor to make interface for models cleaner Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update Dialogue S2S Generation model for DialogueSGDDataProcessor interface Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update jenkins Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * support sgd and drive thru datasets by zero shot model and nearest neighbour model Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add prediction saving code to nearest neighbour and zero shot intent models Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix typo in sgd data processor Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * integrate Dialogue Mellon QA Data Processor Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update mellon qa Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue.py to remove outdated info Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue_config.yaml Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue_config.yaml Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add dialogue docs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address review comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix for cfg Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * make dependency on apex optional Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * change NLPDDPluggin calling logic to make it possible to run without apex Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add first draft of tutorial Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * reduce ms marco size by removing lines without wellFormedAnswers Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address pr comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update colab tutorial link in dialogue docs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * include unit test and some refactor to facilitate unit test Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address pr issues Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove typos in dialogue tutorial Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * support larger files for question answering Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unnecessary artifacts to reduce memory use Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * put 0 tensor to device Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update link within dialogue tutorial Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * restore previously delete files Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error handling when loss = nan Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update nan handling Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update spanning loss func Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update spanning loss Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix type error raised in qa_dataset.py Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add error checking message Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert back to float32 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert back to float32 Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update exp logging Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msgs Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update loading of large file from pickle to json Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update loading of large file from pickle to json Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * limit number of negative samples Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert post processing Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * revert post processing Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused methods and style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add more documentation Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused imports Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * changes base on PR review Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * set wandb logger falseby default Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update interface with megatron gpt prompt learning Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update inline documentation Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update prompt_ids Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msg Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update config Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update config Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * set inference = False for dialgue prompt learning during trainng Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * set inference = False for dialgue prompt learning during trainng Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused code Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update config yaml Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix bug for megatron gpt prompt learning Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused import Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address comments in PR Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address comments in PR Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address typo Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * add megatron t5 inference Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix bug due to bert tokenizer not being space-aware Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update IntentSlotModel onnx export test Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update style Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update exportable Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address PR comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * replace functools.cache_property with functools.lru_cache to maintain python 3.7 compatibility Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * improve speed of rank_candidates and support for p tuning Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue.py Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix megatron prompt learning saving bug Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update generate_candidate method Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove repeated init text ids and invert attention masks Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update typo Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * custom collate fn to remove excess padding in batch Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update complete method to mitigate issue when max seq len is low Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address pr comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update generation interface Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> Co-authored-by: Zhilin Wang <zhilinw@nvidia.com> Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com> Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Added save inference ready .nemo file with every checkpoint (#5055) * Added save inference ready .nemo file with every checkpoint Signed-off-by: Virginia Adams <vadams@nvidia.com> * Python style fix Signed-off-by: Virginia Adams <vadams@nvidia.com> * addressed Adi's comment Signed-off-by: Virginia Adams <vadams@nvidia.com> * Added ptuning check in model checkpoint saving Signed-off-by: Virginia Adams <vadams@nvidia.com> * Changed save_nemo_on_valdaition default to False Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Changes global batch size of adapter CI Signed-off-by: Virginia Adams <vadams@nvidia.com> * Changed num workers to 0 Signed-off-by: Virginia Adams <vadams@nvidia.com> * added first stage of pipeline check Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118) * Remove ; from jupyter notebook cells Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix typos in documentation/code Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix output message to have 'or equal' Signed-off-by: Igor Gitman <igitman@nvidia.com> * Link formatting fixes Signed-off-by: Igor Gitman <igitman@nvidia.com> * Add error if max_utts is used in tarred datasets Signed-off-by: Igor Gitman <igitman@nvidia.com> * Remove max_utts parameter from tarred datasets Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix max_utts removal in tests Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix typo if -> is Signed-off-by: Igor Gitman <igitman@nvidia.com> Signed-off-by: Igor Gitman <igitman@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Merge r1.12.0 main (#5139) * update branch Signed-off-by: ericharper <complex451@gmail.com> * Add cherry-pick action (#4958) * add cherry-pick action Signed-off-by: ericharper <complex451@gmail.com> * Pin Transformers version to fix CI (#4955) * Pin transformers version in CI to prevent offline tokenizer loading error Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop version Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Enable offline Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> * upper bound transformers Signed-off-by: ericharper <complex451@gmail.com> * remove duplicate transformers requirement Signed-off-by: ericharper <complex451@gmail.com> * Release SOTA Lang ID model (#5080) * add pretrained lang id model ambernet Signed-off-by: fayejf <fayejf07@gmail.com> * update doc and style fix Signed-off-by: fayejf <fayejf07@gmail.com> Signed-off-by: fayejf <fayejf07@gmail.com> * update branch and package info Signed-off-by: ericharper <complex451@gmail.com> * remove upper bounds on lightning and transformers Signed-off-by: ericharper <complex451@gmail.com> * remove transformers offline from ci Signed-off-by: ericharper <complex451@gmail.com> * upper bound transformers Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: fayejf <fayejf07@gmail.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Added ASR model comparison to SDE (#5043) SDE: Added ASR model comparison tool to SDE transcribe speech: Added support for many predictions in one file, as well as custom field names Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * fix nmt eval sampler (#5154) Signed-off-by: Abhinav Khattar <aklife97@gmail.com> Signed-off-by: Abhinav Khattar <aklife97@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix Global init steps (#5143) * move global step to base Signed-off-by: Yi Dong <yidong@nvidia.com> * fix fused softmax Signed-off-by: Yi Dong <yidong@nvidia.com> * add the missing file Signed-off-by: Yi Dong <yidong@nvidia.com> * update the fused kernel Signed-off-by: Yi Dong <doyend@gmail.com> * fix import error Signed-off-by: Yi Dong <doyend@gmail.com> * fix import again Signed-off-by: Yi Dong <yidong@nvidia.com> Signed-off-by: Yi Dong <yidong@nvidia.com> Signed-off-by: Yi Dong <doyend@gmail.com> Co-authored-by: Yi Dong <doyend@gmail.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518) * bug fix - sample rate was being ignored in vocoder dataset when not loading mel * handled n segments for a different sampling rate than original sampling rate * Added case for n_segments 0, warning for n_segments greater than file length Signed-off-by: Paarth Neekhara <paarth.n@gmail.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Jocelyn <jocelynh@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add EMA support to NeMo (#4764) * Added Base files Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Some refactors, swap to using MNIST Lnet Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add a few more tests, allow the callback to be set via the exp manager Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Actually run validation for testing Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Run isort Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add test for saving state/fix saving state Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Use dummy model Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix test Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add copyright Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Support saving separate EMA weight module Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add standalone functionality/logging Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Expose more parameters Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Modify to allow option to replace validation Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add jenkins test, formatting Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Pin Transformers version to fix CI (#4955) * Pin transformers version in CI to prevent offline tokenizer loading error Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop version Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Enable offline Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add cherry-pick action (#4958) (#4961) * add cherry-pick action Signed-off-by: ericharper <complex451@gmail.com> * Pin Transformers version to fix CI (#4955) * Pin transformers version in CI to prevent offline tokenizer loading error Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop version Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Enable offline Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix changelog builder (#4962) (#4963) Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * fix cherry pick workflow (#4964) (#4965) Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * reorder model check (#4959) (#4967) Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * check for active conda environment (#4970) (#4971) Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Checkpoint averaging class fix (#4946) * 1. Added args.class_path to provide it externally. Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> * 1. Fixed style. 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<complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * reduced to 14 inactive days to be stale for PRs. (#5165) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * refactor TTS documentation organization and add new contents. (#5137) * refactor TTS documentation organization and add new contents. * fix asr api bug. * fix broken links. * fix unexpected indentation errors. * fixed unexpected indentation. * fixed broken paper reference. * fixed cross-reference and typos. * fixed toctree errors. * revert to 'Augmentors' * reordered TTS tutorial list in starthere. * ordered api classes alphabetically for each Section. * fixed underscore typo for fastpitch checkpoint. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * upcase 'Tuning' Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * fixed typo for RAD-TTS Aligner Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * reorder aligner section after mel-gen and vocoders in models.rst. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * clarify Mixer-TTS-X and reorder model descriptions alphabetically. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * fixed some typos and formats. Signed-off-by: Xuesong Yang <…
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* 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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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 (NVIDIA#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 (NVIDIA#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 (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 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 (NVIDIA#7081) * small Bugfix (NVIDIA#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 (NVIDIA#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 (NVIDIA#7067) (NVIDIA#7094) 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 ae7624d. 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. Fix enhancer usage. (NVIDIA#6955) * Add ASR with TTS Tutorial * Fix enhancer usage Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * install_bs (NVIDIA#7019) Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * Fix typo and branch in tutorial (NVIDIA#7048) Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * fix syntax error introduced in PR-7079 (NVIDIA#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 (NVIDIA#7117) Signed-off-by: Evelina <ebakhturina@nvidia.com> * update branch (NVIDIA#7135) Signed-off-by: ericharper <complex451@gmail.com> * Fixed main and merging this to r1.20 (NVIDIA#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 (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 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 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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) Co-authored-by: Vahid Noroozi <VahidooX@users.noreply.github.com> Signed-off-by: dorotat <dorotat@nvidia.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: 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 ae7624da7d773a6b9436ff61903dc4b99c7c27cb. 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 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: dorotat <dorotat@nvidia.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 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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> 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<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 * 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* 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 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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 ae7624da7d773a6b9436ff61903dc4b99c7c27cb. 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…
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* update package info Signed-off-by: ericharper <complex451@gmail.com> * fix the mpt chatbot (#6957) Signed-off-by: Yi Dong <yidong@nvidia.com> * Remove `compute_on_step` from metrics (#6979) * Remove `compute_on_step` from metrics Signed-off-by: smajumdar <titu1994@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove confusing log message Signed-off-by: smajumdar <titu1994@gmail.com> * Update tests Signed-off-by: smajumdar <titu1994@gmail.com> --------- Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Hybrid conformer export (#6983) * Implemented generic kv-pair setting of export_config from args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid conformer export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Hybrid decoder export Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Changed from **kwargs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docstring Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Docs added Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Stringify args Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Added docs for ASR export configs Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * lowercase ctc Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cache handling without input tensors mutation (#6980) * Cache handling without input tensors mutation Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup#2 Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Cleanup#3 Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> --------- Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> * fixes for spellmapper (#6994) Signed-off-by: Alexandra Antonova <antonova_sasha@list.ru> * Fixing an issue with confidence ensembles (#6987) * Bug fix for the confidence ensembles Signed-off-by: Igor Gitman <igitman@nvidia.com> * Relax constraints for the test Signed-off-by: Igor Gitman <igitman@nvidia.com> --------- Signed-off-by: Igor Gitman <igitman@nvidia.com> * [TTS] Append pretrained FastPitch & SpectrogamEnhancer pair to available models (#7012) * [TTS] fastpitch: add english libritts model with asr stft parameters (25 ms 10 ms) Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] enhancer: add pretrained model intended for asr finetuning Signed-off-by: Roman Korostik <rkorostik@nvidia.com> --------- Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * Add ASR with TTS Tutorial. Fix enhancer usage. (#6955) * Add ASR with TTS Tutorial * Fix enhancer usage Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * install_bs (#7019) Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * fix tab text gen (#7022) Signed-off-by: Yi Dong <yidong@nvidia.com> * TE bug fix (#7027) Signed-off-by: Dmytro Pykhtar <dpykhtar@nvidia.com> * Add support for Numba FP16 RNNT Loss (#6991) (#7038) * Force working space memory to always be in fp32 Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for fp16 testing in Numba Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for fp16 testing in Numba Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for fp16 testing in Numba Signed-off-by: smajumdar <titu1994@gmail.com> * Fix cost calculation by upcasting to fp32 Signed-off-by: smajumdar <titu1994@gmail.com> * Fix cost calculation by upcasting to fp32 Signed-off-by: smajumdar <titu1994@gmail.com> * Add support to check if numba fp16 is available Signed-off-by: smajumdar <titu1994@gmail.com> * add RNN-T loss implemented by PyTorch and test code (#5312) * Fix the bugs in cache-aware streaming Conformer (#5032) Signed-off-by: Vahid <vnoroozi@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * IA3 support for GPT and T5 (#4909) * init commit for ia3 adater training in GPT Signed-off-by: arendu <adithya.r@gmail.com> * ia3 adater training in GPT, models and adapter classes Signed-off-by: arendu <adithya.r@gmail.com> * reshape to operate even on non-contiguous tensors Signed-off-by: arendu <adithya.r@gmail.com> * configs Signed-off-by: arendu <adithya.r@gmail.com> * fixed none init Signed-off-by: arendu <adithya.r@gmail.com> * adding adapter and ia3 support for T5 based models Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * config update and t5 model adapter and ia3 Signed-off-by: arendu <adithya.r@gmail.com> * removed unused imports Signed-off-by: arendu <adithya.r@gmail.com> * predict step for inference Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * adapter inference for t5 Signed-off-by: arendu <adithya.r@gmail.com> * style fix Signed-off-by: arendu <adithya.r@gmail.com> * fixed bug micro and global batch size in eval Signed-off-by: arendu <adithya.r@gmail.com> * minor edit Signed-off-by: arendu <adithya.r@gmail.com> * agressive truncation if in test examples if no truncation field is given Signed-off-by: arendu <adithya.r@gmail.com> * corrected for language_model_path name changes in main Signed-off-by: arendu <adithya.r@gmail.com> * removed unused import Signed-off-by: arendu <adithya.r@gmail.com> * name change for language_model_path Signed-off-by: arendu <adithya.r@gmail.com> * include inter_attention to IA3 Signed-off-by: arendu <adithya.r@gmail.com> * minor fix in confg Signed-off-by: arendu <adithya.r@gmail.com> * minor fixes Signed-off-by: arendu <adithya.r@gmail.com> * removed unused flag Signed-off-by: arendu <adithya.r@gmail.com> * addressing PR comments Signed-off-by: arendu <adithya.r@gmail.com> * address PR comments Signed-off-by: arendu <adithya.r@gmail.com> * minor fix Signed-off-by: arendu <adithya.r@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * style fix Signed-off-by: arendu <adithya.r@gmail.com> * CI test Signed-off-by: arendu <adithya.r@gmail.com> * minor fix in jenkinsfile Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Bug fix - Limit val batches set to 1.0 (#5023) * Bug fix Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Adressed sandeep's comments * Fixing limit val batches support in bert * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fixing limit val batches support in bert * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [bug_fix] kv_channels is used when available (#5066) * fix bug s.t kv_channels is used when available Signed-off-by: arendu <adithya.r@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: arendu <adithya.r@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * P&C Docs (#5068) (#5069) Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Co-authored-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add spe_split_by_unicode_script arg (#5072) * Add spe_split_by_unicode_script arg Signed-off-by: Anas <aabouallaban@pm.me> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Anas <aabouallaban@pm.me> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * probabilites -> probabilities (#5078) (#5079) Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * increase PR and Issue sweep quantity and active close PRs. (#5073) * increase PR and Issue sweep quantity and active close PRs. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * update with stricter rules, 30 days to be stale and 7 days to be closed for both Issues and PRs. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] added missing German phoneme tokenizer. (#5070) (#5074) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * rename to match prompt leanring (#5076) Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: arendu <adithya.r@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Missing fixes from r1.11.0 to T5 finetuning eval (#5054) (#5061) * Fixes to seq2seq eval Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Style Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Notebook bug fixes (#5084) (#5085) * Notebook bug fixes Signed-off-by: Virginia Adams <vadams@nvidia.com> * Turned nemo install back on Signed-off-by: Virginia Adams <vadams@nvidia.com> * reverted notebook Signed-off-by: Virginia Adams <vadams@nvidia.com> * Updated one line in entity linking nb Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Virginia Adams <vadams@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Virginia Adams <vadams@nvidia.com> Co-authored-by: Virginia Adams <78445382+vadam5@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * update strategy in notebook from ddp_fork to dp (#5088) (#5089) Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix bug in Squeezeformer Conv block (#5011) (#5024) * 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(#5077) * Fixes and refactor Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fix Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Remove unused imports Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Empty Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fix Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * RIR corpus generator tool (#4927) Signed-off-by: Ante Jukić <ajukic@nvidia.com> Signed-off-by: Ante Jukić <ajukic@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Multiprocessing fix (#5106) (#5107) Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> Co-authored-by: Matvei Novikov <mattyson.so@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * 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Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: David <amosalla@asu.edu> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Co-authored-by: David <amosalla@asu.edu> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] Add NeMo TTS Primer Tutorial (#4933) * [TTS] Add NeMo TTS Primer Tutorial Signed-off-by: Ryan <rlangman@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add Squeezeformer CTC model checkpoints on Librispeech (#5121) Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * adding loss normalization options to rnnt joint (#4829) * adding normalization options to rnnt joint loss * moving the param to joint * moving loss normalization to rnnt 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pybtex.database.InvalidNameString: Too many commas in author field. 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Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update prompt_ids Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update error msg Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update config Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update config Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * set inference = False for dialgue prompt learning during trainng Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * set inference = False for dialgue prompt learning during trainng Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused code Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update config yaml Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix bug for megatron gpt prompt learning Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove unused import Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address comments in PR Signed-off-by: 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and support for p tuning Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update dialogue.py Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * fix megatron prompt learning saving bug Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update generate_candidate method Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * remove repeated init text ids and invert attention masks Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update typo Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * custom collate fn to remove excess padding in batch Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * style fix Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update complete method to mitigate issue when max seq len is low Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * address pr comments Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> * update generation interface Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> Co-authored-by: Zhilin Wang <zhilinw@nvidia.com> Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com> Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Added save inference ready .nemo file with every checkpoint (#5055) * Added save inference ready .nemo file with every checkpoint Signed-off-by: Virginia Adams <vadams@nvidia.com> * Python style fix Signed-off-by: Virginia Adams <vadams@nvidia.com> * addressed Adi's comment Signed-off-by: Virginia Adams <vadams@nvidia.com> * Added ptuning check in model checkpoint saving Signed-off-by: Virginia Adams <vadams@nvidia.com> * Changed save_nemo_on_valdaition default to False Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Changes global batch size of adapter CI Signed-off-by: Virginia Adams <vadams@nvidia.com> * Changed num workers to 0 Signed-off-by: Virginia Adams <vadams@nvidia.com> * added first stage of pipeline check Signed-off-by: Virginia Adams <vadams@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Virginia Adams <vadams@nvidia.com> Signed-off-by: Virginia Adams <78445382+vadam5@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fixes for docs/typos + remove max_utts parameter from tarred datasets as it causes hang in training (#5118) * Remove ; from jupyter notebook cells Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix typos in documentation/code Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix output message to have 'or equal' Signed-off-by: Igor Gitman <igitman@nvidia.com> * Link formatting fixes Signed-off-by: Igor Gitman <igitman@nvidia.com> * Add error if max_utts is used in tarred datasets Signed-off-by: Igor Gitman <igitman@nvidia.com> * Remove max_utts parameter from tarred datasets Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix max_utts removal in tests Signed-off-by: Igor Gitman <igitman@nvidia.com> * Fix typo if -> is Signed-off-by: Igor Gitman <igitman@nvidia.com> Signed-off-by: Igor Gitman <igitman@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Merge r1.12.0 main (#5139) * update branch Signed-off-by: ericharper <complex451@gmail.com> * Add cherry-pick action (#4958) * add cherry-pick action Signed-off-by: ericharper <complex451@gmail.com> * Pin Transformers version to fix CI (#4955) * Pin transformers version in CI to prevent offline tokenizer loading error Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop version Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Enable offline Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> * upper bound transformers Signed-off-by: ericharper <complex451@gmail.com> * remove duplicate transformers requirement Signed-off-by: ericharper <complex451@gmail.com> * Release SOTA Lang ID model (#5080) * add pretrained lang id model ambernet Signed-off-by: fayejf <fayejf07@gmail.com> * update doc and style fix Signed-off-by: fayejf <fayejf07@gmail.com> Signed-off-by: fayejf <fayejf07@gmail.com> * update branch and package info Signed-off-by: ericharper <complex451@gmail.com> * remove upper bounds on lightning and transformers Signed-off-by: ericharper <complex451@gmail.com> * remove transformers offline from ci Signed-off-by: ericharper <complex451@gmail.com> * upper bound transformers Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: fayejf <fayejf07@gmail.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Added ASR model comparison to SDE (#5043) SDE: Added ASR model comparison tool to SDE transcribe speech: Added support for many predictions in one file, as well as custom field names Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * fix nmt eval sampler (#5154) Signed-off-by: Abhinav Khattar <aklife97@gmail.com> Signed-off-by: Abhinav Khattar <aklife97@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix Global init steps (#5143) * move global step to base Signed-off-by: Yi Dong <yidong@nvidia.com> * fix fused softmax Signed-off-by: Yi Dong <yidong@nvidia.com> * add the missing file Signed-off-by: Yi Dong <yidong@nvidia.com> * update the fused kernel Signed-off-by: Yi Dong <doyend@gmail.com> * fix import error Signed-off-by: Yi Dong <doyend@gmail.com> * fix import again Signed-off-by: Yi Dong <yidong@nvidia.com> Signed-off-by: Yi Dong <yidong@nvidia.com> Signed-off-by: Yi Dong <doyend@gmail.com> Co-authored-by: Yi Dong <doyend@gmail.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * [TTS] bug fix - sample rate was being ignored in vocoder dataset (#4518) * bug fix - sample rate was being ignored in vocoder dataset when not loading mel * handled n segments for a different sampling rate than original sampling rate * Added case for n_segments 0, warning for n_segments greater than file length Signed-off-by: Paarth Neekhara <paarth.n@gmail.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Jocelyn <jocelynh@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add EMA support to NeMo (#4764) * Added Base files Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Some refactors, swap to using MNIST Lnet Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add a few more tests, allow the callback to be set via the exp manager Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Actually run validation for testing Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Run isort Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add test for saving state/fix saving state Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Use dummy model Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix test Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add copyright Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Support saving separate EMA weight module Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add standalone functionality/logging Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Expose more parameters Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Modify to allow option to replace validation Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add jenkins test, formatting Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Pin Transformers version to fix CI (#4955) * Pin transformers version in CI to prevent offline tokenizer loading error Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop version Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Enable offline Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add cherry-pick action (#4958) (#4961) * add cherry-pick action Signed-off-by: ericharper <complex451@gmail.com> * Pin Transformers version to fix CI (#4955) * Pin transformers version in CI to prevent offline tokenizer loading error Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop version Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Disable offline temporarily Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Enable offline Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Sean Naren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix changelog builder (#4962) (#4963) Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * fix cherry pick workflow (#4964) (#4965) Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * reorder model check (#4959) (#4967) Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * check for active conda environment (#4970) (#4971) Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [TTS] fix broken tutorial for MixerTTS. (#4949) (#4976) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Checkpoint averaging class fix (#4946) * 1. Added args.class_path to provide it externally. Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> * 1. Fixed style. Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add ability to give seperate datasets for test, train and validation (#4798) * Add ability to give seperate datasets for test, train and validation * Addressed Sandeeps comments * Addressed Sandeeps comments * Add ability to give seperate datasets for test, train and validation * Add ability to give seperate datasets for test, train and validation * Addressed review comments * Bug fix for common dataset utils * Add CI tests Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * Reformat code Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * Bug fix Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> * Bug fix * Bug Fix * Bug Fix * Update Jenkinsfile * Addressed comments * Addressed Eriks comments. * Addressed Sandeep * Update Jenkinsfile * Update Jenkinsfile * Update dataset_utils.py * Update Jenkinsfile * Update Jenkinsfile * Use GPT CI config Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * fix label models restoring issue from wrighted cross entropy (#4968) (#4975) Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add simple pre-commit file (#4983) * Add simple pre-commit file Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Exclude docs folder Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Revert "[pre-commit.ci] auto fixes from pre-commit.com hooks" This reverts commit 053bd5ba579537a5f311b431871c21f3381b43eb. Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Import pycuda.autoprimaryctx or pycuda.autoinit to init pycuda execution environment (#4951) Signed-off-by: Jin Li <liji@nvidia.com> Signed-off-by: Jin Li <liji@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Adding speaker embedding conditioning in fastpitch (#4986) Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com> Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix ASR issues (#4984) (#4991) * Fix ASR issues Signed-off-by: smajumdar <smajumdar@nvidia.com> * Revert fix Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix current tests Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * More test coverage Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Address reviews Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Address review Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Drop bf16 test Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Address review Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * remove print Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add bf16 Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: smajumdar <smajumdar@nvidia.com> Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Micha Livne <mlivne@cs.toronto.edu> Signed-off-by: shanmugamr1992 <shanmugamr1992@gmail.com> Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Jin Li <liji@nvidia.com> Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com> Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Micha Livne <michalivne@users.noreply.github.com> Co-authored-by: shanmugamr1992 <111910568+shanmugamr1992@users.noreply.github.com> Co-authored-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: liji-nv <59594262+liji-nv@users.noreply.github.com> Co-authored-by: Subhankar Ghosh <subhankar2321@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix BF16 test (#5162) Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Fix errors in speaker diarization nemo docs (#5153) * fix docs and docstrings for MSDD Signed-off-by: Taejin Park <tango4j@gmail.com> * fix nemo docs errors Signed-off-by: Taejin Park <tango4j@gmail.com> * reflected review comments Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Add interleaved pipeline schedule to GPT (#5025) * add virtual pipeline size to config Signed-off-by: ericharper <complex451@gmail.com> * convert model to list of modules Signed-off-by: ericharper <complex451@gmail.com> * convert model to list of modules Signed-off-by: ericharper <complex451@gmail.com> * convert model to list of modules Signed-off-by: ericharper <complex451@gmail.com> * update for list of modules Signed-off-by: ericharper <complex451@gmail.com> * add virtual to init Signed-off-by: ericharper <complex451@gmail.com> * update first last stage embedding all reduce Signed-off-by: ericharper <complex451@gmail.com> * update sequence parallel all reduce for virtual models Signed-off-by: ericharper <complex451@gmail.com> * runs but we get an error Signed-off-by: ericharper <complex451@gmail.com> * set virtual rank 0 after looping Signed-off-by: ericharper <complex451@gmail.com> * account for virtual when determinining first and last pipeline stages Signed-off-by: ericharper <complex451@gmail.com> * checkpointing for virtual models in progress Signed-off-by: ericharper <complex451@gmail.com> * add checkpoint hooks Signed-off-by: ericharper <complex451@gmail.com> * working on validation when resuming Signed-off-by: ericharper <complex451@gmail.com> * skip sanity val steps by default in config Signed-off-by: ericharper <complex451@gmail.com> * remove comment Signed-off-by: ericharper <complex451@gmail.com> * log number of params Signed-off-by: ericharper <complex451@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * style Signed-off-by: ericharper <complex451@gmail.com> * check if self.model is a list Signed-off-by: ericharper <complex451@gmail.com> * make virtual pipeline default size None on init Signed-off-by: ericharper <complex451@gmail.com> * make virtual pipeline default to None in config Signed-off-by: ericharper <complex451@gmail.com> * remove ensure_divisibility call Signed-off-by: ericharper <complex451@gmail.com> * fix lgtm alerts Signed-off-by: ericharper <complex451@gmail.com> * remove num_sanity_val_steps from config Signed-off-by: ericharper <complex451@gmai…
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