ONNX export for RadTTS #5880

* 1. Debugging. * 1. Debugging. * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 1. Debugging. * 1. Debugging. * 1. Fixed initialization. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. * 1. Debugging. * 1. Debugging. * 1. Debugging. * 1. Debugging. * 1. Debugging. * 1. Debugging. * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 1. Debugging. * 1. Removed scale from ALiBi. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Updated yaml and added support to control number of alibi heads. Signed-off-by: Micha Livne <mlivne@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 1. Removed num_attention_heads_alibi from configs. Signed-off-by: Micha Livne <mlivne@nvidia.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Micha Livne <mlivne@nvidia.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> Co-authored-by: Micha Livne <michalivne@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Micha Livne <mlivne@nvidia.com> Signed-off-by: Jason <jasoli@nvidia.com>

* Fix segmenting for pcla inference Signed-off-by: Matvei Novikov <mattyson.so@gmail.com> * Fix segmenting for pcla inference Signed-off-by: Matvei Novikov <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: Matvei Novikov <mattyson.so@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Jason <jasoli@nvidia.com>

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: Jason <jasoli@nvidia.com>

Signed-off-by: fayejf <36722593+fayejf@users.noreply.github.com> Signed-off-by: fayejf <36722593+fayejf@users.noreply.github.com> Signed-off-by: fayejf <36722593+fayejf@users.noreply.github.com> Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com> Signed-off-by: Jason <jasoli@nvidia.com>

…) (NVIDIA#5870) * fix batch inference * add test for batch * fix device Signed-off-by: fayejf <fayejf07@gmail.com> Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com> Signed-off-by: Jason <jasoli@nvidia.com>

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

* fix data simulator Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * Adding noise_manifest handling for faster speed Signed-off-by: Taejin Park <tango4j@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Added multi-gpu feature Signed-off-by: Taejin Park <tango4j@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Added a parameter for noise source file number Signed-off-by: Taejin Park <tango4j@gmail.com> * Fixed noise_manifest error bug Signed-off-by: Taejin Park <tango4j@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: stevehuang52 <heh@nvidia.com> Signed-off-by: Taejin Park <tango4j@gmail.com> Co-authored-by: Taejin Park <tango4j@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Jason <jasoli@nvidia.com>

* add save and load dynmaic index Signed-off-by: Yi Dong <yidong@nvidia.com> * add chunk stride feature Signed-off-by: Yi Dong <yidong@nvidia.com> * add chunk stride feature Signed-off-by: Yi Dong <yidong@nvidia.com> * add no pq index Signed-off-by: Yi Dong <yidong@nvidia.com> * added megatron lm compatible mode Signed-off-by: Yi Dong <yidong@nvidia.com> * addd config Signed-off-by: Yi Dong <yidong@nvidia.com> * fix position embedding Signed-off-by: Yi Dong <yidong@nvidia.com> * added index factory Signed-off-by: Yi Dong <yidong@nvidia.com> * share neighbors and weights amoung strategies Signed-off-by: Yi Dong <yidong@nvidia.com> * fix bug Signed-off-by: Yi Dong <yidong@nvidia.com> * added metric tto faiss index Signed-off-by: Yi Dong <yidong@nvidia.com> * set default to inner product Signed-off-by: Yi Dong <yidong@nvidia.com> * added qa fine tuen dataset Signed-off-by: Yi Dong <yidong@nvidia.com> * added fine tuning code Signed-off-by: Yi Dong <yidong@nvidia.com> * trim it Signed-off-by: Yi Dong <yidong@nvidia.com> * fix data issue Signed-off-by: Yi Dong <yidong@nvidia.com> * fix style Signed-off-by: Yi Dong <yidong@nvidia.com> * added version Signed-off-by: Yi Dong <yidong@nvidia.com> * fix key error Signed-off-by: Yi Dong <yidong@nvidia.com> * make sure to overwrite the cfg Signed-off-by: Yi Dong <yidong@nvidia.com> * make multiple sentence bert available Signed-off-by: Yi Dong <yidong@nvidia.com> * fix the document Signed-off-by: Yi Dong <yidong@nvidia.com> * fix the table Signed-off-by: Yi Dong <yidong@nvidia.com> * fix transformer Signed-off-by: Yi Dong <yidong@nvidia.com> * make sure to turn off the rope in chunked cross attention layer Signed-off-by: Yi Dong <yidong@nvidia.com> * fix the security issue Signed-off-by: Yi Dong <yidong@nvidia.com> * style fix Signed-off-by: Yi Dong <yidong@nvidia.com> * fix codeql issues Signed-off-by: Yi Dong <yidong@nvidia.com> * fix Signed-off-by: Yi Dong <yidong@nvidia.com> * use -1 Signed-off-by: Yi Dong <yidong@nvidia.com> * fix empty index Signed-off-by: Yi Dong <yidong@nvidia.com> * clean up Signed-off-by: Yi Dong <yidong@nvidia.com> * fix the lower bound for repetition penalty Signed-off-by: Yi Dong <yidong@nvidia.com> * add retro qa inference strategy Signed-off-by: Yi Dong <yidong@nvidia.com> * added new inference logic Signed-off-by: Yi Dong <yidong@nvidia.com> * working inference Signed-off-by: Yi Dong <yidong@nvidia.com> * fix TP inference Signed-off-by: Yi Dong <yidong@nvidia.com> * revert requirement Signed-off-by: Yi Dong <yidong@nvidia.com> * added file inference Signed-off-by: Yi Dong <yidong@nvidia.com> * use string to prevent collison Signed-off-by: Yi Dong <yidong@nvidia.com> * use NQ test Signed-off-by: Yi Dong <yidong@nvidia.com> * fix prompt Signed-off-by: Yi Dong <yidong@nvidia.com> * fix inference Signed-off-by: Yi Dong <yidong@nvidia.com> * set good defaults for demo Signed-off-by: Yi Dong <yidong@nvidia.com> * replicate adlr Signed-off-by: Yi Dong <yidong@nvidia.com> * make sure to turn off attention reset for megatron lm compatible model Signed-off-by: Yi Dong <yidong@nvidia.com> * style fix Signed-off-by: Yi Dong <yidong@nvidia.com> * fix typo 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 * fix inference error Signed-off-by: Yi Dong <yidong@nvidia.com> * fix logging Signed-off-by: Yi Dong <yidong@nvidia.com> * address comments Signed-off-by: Yi Dong <yidong@nvidia.com> --------- 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: Jason <jasoli@nvidia.com>

* [TTS] add SpectrogramEnhancer based on StyleGAN 2 Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] some tests for spectrogram enhancer Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: a tiny clean up Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: log images during training Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * exp_manager: pass save_on_train_epoch_end to checkpointing callback Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: add training script and config examples Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: fix comments Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: don't assume FastPitch Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: better input shapes handling Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: fix porting error Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: fix logging and .nemo saving Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: clean up scaling Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: formatting Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: update examples Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: shape handling Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: remove LoggerCollection handling Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: copyright notice for tests Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: use process_batch helper Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: return empty list of available models Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: some docs Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: style --fix Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: chan_last -> channel_last Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: remove unused imports Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: remove unused return value Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: losses are nn.Modules now Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: init optimizers from config Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: formatting Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: unused imports Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: typechecking Signed-off-by: Roman 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<rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: add spectrogram normalization tests Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: fix imports and formatting in tests Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: fix docstring typo Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: rename G and D to generator and discriminator Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: better argument naming in interfaces (condition -> input_spectograms, target -> target_spectrograms) Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: formatting Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * [TTS] SpectrogramEnhancer: fix import warnings in modules Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] add resynthesize_dataset.py script Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] add PairedRealFakeSpectrogramsDataset Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: update example config to reflect new data setup Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] resynthesize_dataset.py: remove unused imports Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] resynthesize_dataset.py: use nemo manifest handling Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] resynthesize_dataset.py: remove unused import Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] resynthesize_dataset.py: underscores for .npy names Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: remove return value from a test Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] add length masking helper Signed-off-by: Roman Korostik <rkorostik@nvidia.com> * [TTS] SpectrogramEnhancer: use common tts 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https://pre-commit.ci --------- Signed-off-by: Roman Korostik <rkorostik@nvidia.com> Signed-off-by: Roman Korostik <racoiaws@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Jason <jasoli@nvidia.com>

…5560) * Dist Adam constructs a single param bucket for each GPT layer Signed-off-by: Tim Moon <tmoon@nvidia.com> * Synchronize dist Adam reduce-scatters before launching model-parallel all-reduces Signed-off-by: Tim Moon <tmoon@nvidia.com> * Configure per-layer dist Adam buckets for BERT and T5 Signed-off-by: Tim Moon <tmoon@nvidia.com> * Remove unused variables Signed-off-by: Tim Moon <tmoon@nvidia.com> * Configure GPT with one dist Adam bucket per virtual pipeline stage Signed-off-by: Tim Moon <tmoon@nvidia.com> * Configure BERT with one dist Adam bucket per virtual pipeline stage Signed-off-by: Tim Moon <tmoon@nvidia.com> * Update Apex commit in Dockerfile Need recent updates to Apex distributed Adam optimizer. Signed-off-by: Tim Moon <tmoon@nvidia.com> * Remove logic for per-virtual-pipeline distopt buckets from T5 Signed-off-by: Tim Moon <tmoon@nvidia.com> --------- Signed-off-by: Tim Moon <tmoon@nvidia.com> Signed-off-by: Jason <jasoli@nvidia.com>

Signed-off-by: Jean-Louis Queguiner <jean-louis.queguiner@gadz.org> Signed-off-by: Jason <jasoli@nvidia.com>

… refactoring (NVIDIA#5768) * refactor inference, fix span detection Signed-off-by: ekmb <ebakhturina@nvidia.com> * fix merge conflicts Signed-off-by: ekmb <ebakhturina@nvidia.com> * fix merge conflicts Signed-off-by: ekmb <ebakhturina@nvidia.com> * remove unused var Signed-off-by: ekmb <ebakhturina@nvidia.com> * clean up, test update Signed-off-by: ekmb <ebakhturina@nvidia.com> * arg name update Signed-off-by: ekmb <ebakhturina@nvidia.com> * merge wip Signed-off-by: ekmb <ebakhturina@nvidia.com> * revert changes Signed-off-by: ekmb <ebakhturina@nvidia.com> * update docs, move heteronym to baseg2p Signed-off-by: ekmb <ebakhturina@nvidia.com> * change wordid file defaults to none Signed-off-by: ekmb <ebakhturina@nvidia.com> * add manifest check Signed-off-by: ekmb <ebakhturina@nvidia.com> * replace homograph with heteronym, upper case wordid for riva, review feedback Signed-off-by: ekmb <ebakhturina@nvidia.com> * add log message, update comment Signed-off-by: ekmb <ebakhturina@nvidia.com> * rename test manifest field Signed-off-by: ekmb <ebakhturina@nvidia.com> --------- Signed-off-by: ekmb <ebakhturina@nvidia.com> Signed-off-by: Jason <jasoli@nvidia.com>

Signed-off-by: Yi Dong <yidong@nvidia.com> Co-authored-by: Yi Dong <43824965+yidong72@users.noreply.github.com> Signed-off-by: Jason <jasoli@nvidia.com>

…mizer (NVIDIA#5685) * Add option to run dist Adam without distributed params Similar to DDP, but leverages dist Adam's support for overlapping communication with backward compute Signed-off-by: Tim Moon <tmoon@nvidia.com> * Fix bug in grad clipping when dist Adam has redundant params Signed-off-by: Tim Moon <tmoon@nvidia.com> --------- Signed-off-by: Tim Moon <tmoon@nvidia.com> Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com> Signed-off-by: Jason <jasoli@nvidia.com>

…#5774) * Separate full BPE dataset construction Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Fix the case when the dataset is None Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Fix comment Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Fix typos Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Separate char dataset construction. Fix DALI dataset usage. Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> --------- Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> Signed-off-by: Jason <jasoli@nvidia.com>

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

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

Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com> Signed-off-by: Jason <jasoli@nvidia.com>

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…A#5876) * Updated offline_clustering.py, the getMultiScaleCosAffinityMatrix function, reduced memory usage Signed-off-by: gabitza-tech <gabriel.pirlogeanu@gmail.com> * torch.empty.cache() outside forward_infer() Signed-off-by: Taejin Park <tango4j@gmail.com> * Removed unnecessary lines Signed-off-by: Taejin Park <tango4j@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Speed up for non torch.jit.script Signed-off-by: Taejin Park <tango4j@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * parallelism is default off Signed-off-by: Taejin Park <tango4j@gmail.com> * nme_mat_size is unified as 512, removing redundant docstring Signed-off-by: Taejin Park <tango4j@gmail.com> --------- Signed-off-by: gabitza-tech <gabriel.pirlogeanu@gmail.com> Signed-off-by: Taejin Park <tango4j@gmail.com> Co-authored-by: Taejin Park <tango4j@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Jason <jasoli@nvidia.com>

* set max_steps for lr decay through config * added warning for optim sched max_steps config option * reverted changes to modelPT and updated megatron_base_model * added the experimental cosine annealing scheduler class * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update decay_steps for consine annealing exp class * added copyright --------- Co-authored-by: ANMOL GUPTA <anmolg@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Jason <jasoli@nvidia.com>

NVIDIA#5810) Co-authored-by: Zhilin Wang <wangzhilin12061996@hotmail.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Jason <jasoli@nvidia.com>

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

Add hybrid ASR-TTS models and text-to-text dataset Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Jason <jasoli@nvidia.com>

Signed-off-by: athitten <abhishreetm@gmail.com> Signed-off-by: Jason <jasoli@nvidia.com>

…decorators (NVIDIA#5827) * Added an option to configure metrics for audio-to-audio models Removed experimental decorators Signed-off-by: Ante Jukić <ajukic@nvidia.com> * Addressed review comments Signed-off-by: Ante Jukić <ajukic@nvidia.com> --------- Signed-off-by: Ante Jukić <ajukic@nvidia.com> Signed-off-by: Jason <jasoli@nvidia.com>

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* Save the segmentation as label file for Audacity Audacity is a free open source audio editor that can import label file to quickly assess the segmentation quality. This commit add the export to [Audacity label format](https://manual.audacityteam.org/man/importing_and_exporting_labels.html) so that directly after running the segmentation tool the segmentation quality can be assessed or the segmentation can be shared easily. Signed-off-by: CaraDuf <91517923+Ca-ressemble-a-du-fake@users.noreply.github.com> * Fix styling Signed-off-by: CaraDuf <91517923+Ca-ressemble-a-du-fake@users.noreply.github.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove unused score in audacity export score is not written in audacity label file so we can safely not load it from segment. Signed-off-by: CaraDuf <91517923+Ca-ressemble-a-du-fake@users.noreply.github.com> --------- Signed-off-by: CaraDuf <91517923+Ca-ressemble-a-du-fake@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Jason <jasoli@nvidia.com>

…or Megatron-NMT (NVIDIA#5026) * Update blendable dataset, and refactor seq2seq data Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Blendable dataset with binarized mmap working Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Pass seed from cfg to dataset Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fix multilingual setup Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Add on epoch start reconfiguration Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Style Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Update tokenizer creation for multilingual Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Tmp Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Update NMT script Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Remove unused import Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Update training script Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Log consumed samples Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Logging on val epoch end Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Style Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Remove redundant print Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Ckpt averaging for non model parallel megatron models Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Style Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Empty Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Update error message Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Style Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Remove check Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Restore fixes Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Remove ipdb Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Fixes Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Move to classmethods Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * Initial Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> * 1. 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Signed-off-by: Jason <jasoli@nvidia.com>

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

* per-micro-batch input loader * per-micro-batch input loader set arg default val * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * minor fix * apply per-microbatch-loader to only GPT * update docstring on micro-batch input loader * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fixed the default arg val * fix batch size to 1 at log stat registration * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update container for CI Signed-off-by: ericharper <complex451@gmail.com> * update container in jenkinsfile Signed-off-by: ericharper <complex451@gmail.com> * update container for CI Signed-off-by: ericharper <complex451@gmail.com> fix merge conflict * revert Jenkinsfile * Revert "revert Jenkinsfile" This reverts commit d23b775. * Update nemo/collections/nlp/models/language_modeling/megatron_gpt_model.py Signed-off-by: Tim Moon <4406448+timmoon10@users.noreply.github.com> * add GradScaler * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: Tim Moon <4406448+timmoon10@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: ericharper <complex451@gmail.com> Co-authored-by: Tim Moon <4406448+timmoon10@users.noreply.github.com> Signed-off-by: Jason <jasoli@nvidia.com>

Signed-off-by: fayejf <36722593+fayejf@users.noreply.github.com> Signed-off-by: Jason <jasoli@nvidia.com>

…IA#5925) * Partial impl of ALSD alignment extraction Signed-off-by: smajumdar <titu1994@gmail.com> * Partial impl of ALSD alignment extraction Signed-off-by: smajumdar <titu1994@gmail.com> * Remove everything else Signed-off-by: smajumdar <titu1994@gmail.com> * Support dataclass in AbstractRNNTDecoding Signed-off-by: smajumdar <titu1994@gmail.com> * Add first draft unittest Signed-off-by: smajumdar <titu1994@gmail.com> * Correct the logic to more to the next timestep in the alignment Signed-off-by: smajumdar <titu1994@gmail.com> * Finalize ALSD alignment generation Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for TSD greedy alignment extraction Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for mAES greedy alignment extraction Signed-off-by: smajumdar <titu1994@gmail.com> * Finalize extraction of alignments from all beam algorithms for RNNT Signed-off-by: smajumdar <titu1994@gmail.com> * Style fixes Signed-off-by: smajumdar <titu1994@gmail.com> * Add copyright Signed-off-by: smajumdar <titu1994@gmail.com> * Address comments Signed-off-by: smajumdar <titu1994@gmail.com> --------- Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Jason <jasoli@nvidia.com>

* Base code for AWS SageMaker example Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Remove format Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * wrap Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add a notebook with the code Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Setup Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Update notebook Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Remove space Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix spelling mistake Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add message to explain usage Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add CommonVoice esperanto example Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix path Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fixes Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Import sox locally, add documentation Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Address reviews Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Address reviews Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Address reviews Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add cell to download the SSL model Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Set max epochs to 300 Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fixes, introduce HF dataset instructions Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Upstream updates from other branch Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix warning Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Add README, add image Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Fix warning Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Address feedback Signed-off-by: SeanNaren <snarenthiran@nvidia.com> * Feedback Signed-off-by: SeanNaren <snarenthiran@nvidia.com> --------- Signed-off-by: SeanNaren <snarenthiran@nvidia.com> Signed-off-by: Jason <jasoli@nvidia.com>

* Add papers from 2022/2022 to PUBLICATIONS.md Signed-off-by: smajumdar <titu1994@gmail.com> * Remove ipynb from being tracked as for nemo code library Signed-off-by: smajumdar <titu1994@gmail.com> * Remove ipynb from being tracked as for nemo code library Signed-off-by: smajumdar <titu1994@gmail.com> * Add additional papers Signed-off-by: smajumdar <titu1994@gmail.com> --------- Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Jason <jasoli@nvidia.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: Jason <jasoli@nvidia.com>

…it tests (NVIDIA#5980) (NVIDIA#5984) 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: Jason <jasoli@nvidia.com>

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ONNX export for RadTTS #5880

ONNX export for RadTTS #5880

Commits on Feb 10, 2023