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* ControlNet TRT export * Final MR before release * SD2 update * Fixed export issue * Fix for instruct p2p and reformat * Fix SD export issue * Add nemo clip export for DB * Fix ins pix2pix * fix sd2 config * [Mingyuan Ma] BF16 and SD conversion script * [Imagen] NHWC Feature * Fix .nemo loading issue for NeMo CLIP in SD * NeMo r1.20.0 Multimodal Merge * fix the inductor issue in inference * Fix inductor loading .nemo issue * Add Neva Model Support * Imagen Optimizations * Neva inference code * NeMo TOT 1.21 to Internal/main * Update neva_inference.yaml * REBASING for latest code changes * Update internal/main to main tot * Parallel DDIM implementation * 1. Fixing indentation bug. (#7352) Signed-off-by: Micha Livne <mlivne@nvidia.com> * NeMo MCore llama2 support + MCore PEFT adapters (#7299) * start adding gpt from megatron core path Signed-off-by: ericharper <complex451@gmail.com> * set model parallel config Signed-off-by: ericharper <complex451@gmail.com> * use model parallel config object 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 * update args 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 * set vp size to none if it is 1 Signed-off-by: ericharper <complex451@gmail.com> * set vp size to none if it is 1 Signed-off-by: ericharper <complex451@gmail.com> * add TransformerConfig Signed-off-by: ericharper <complex451@gmail.com> * start updating to TransformerConfig Signed-off-by: ericharper <complex451@gmail.com> * add todo Signed-off-by: ericharper 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<aklife97@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhinav Khattar <aklife97@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * make loss mask default to false (#7407) Signed-off-by: eharper <eharper@nvidia.com> * Add dummy userbuffer config files (#7408) Signed-off-by: Sangkug Lym <slym@nvidia.com> * add missing ubconf files (#7412) Signed-off-by: Abhinav Khattar <aklife97@gmail.com> * New tutorial on Speech Data Explorer (#7405) * Added Google Colab based tutorial on Speech Data Explorer Signed-off-by: George Zelenfroynd <gzelenfroind@nvidia.com> * Update ptl training ckpt conversion script to work with dist ckpt (#7416) * update ptl convert script Signed-off-by: eharper <eharper@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * don't break legacy Signed-off-by: eharper 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Signed-off-by: Cheng-Ping Hsieh <chsieh@nvidia.com> --------- Signed-off-by: Cheng-Ping Hsieh <chsieh@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com> * Fix None dataloader issue in PTL2.0 (#7455) * Fix None dataloader issue in PTL2.0 Signed-off-by: KunalDhawan <kunaldhawan97@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * updating values of self._validation_dl and self._test_dl as well Signed-off-by: KunalDhawan <kunaldhawan97@gmail.com> * updating values of self._validation_dl and self._test_dl as well Signed-off-by: KunalDhawan <kunaldhawan97@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: KunalDhawan <kunaldhawan97@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [ASR] Confidence measure -> method renames (#7434) * measure -> method 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 --------- Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Add steps for document of getting dataset 'SF Bilingual Speech' (#7378) * Add steps for document of getting dataset 'SF Bilingual Speech' Signed-off-by: Robin Dong <robin.k.dong@gmail.com> * Update datasets.rst added a link from a tutorial demonstrating detailed data prep steps. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> --------- Signed-off-by: Robin Dong <robin.k.dong@gmail.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * RNN-T confidence and alignment bugfix (#7381) * new frame_confidence and alignments lists are now always created after the while loop Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * tests added Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> --------- Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * Fix resume from checkpoint in exp_manager (#7424) (#7426) Signed-off-by: Abhishree <abhishreetm@gmail.com> Co-authored-by: Abhishree Thittenamane <47577437+athitten@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> * Fix checking of cuda/cpu device for inputs of Decoder (#7444) * Fix checking of cuda/cpu device for inputs of Decoder Signed-off-by: Robin Dong <robin.k.dong@gmail.com> * Update tacotron2.py Signed-off-by: Jason <jasoli@nvidia.com> --------- Signed-off-by: Robin Dong <robin.k.dong@gmail.com> Signed-off-by: Jason <jasoli@nvidia.com> Co-authored-by: Jason <jasoli@nvidia.com> * Fix failure of ljspeech's get_data.py (#7430) * Fix failure of ljspeech's get_data.py Signed-off-by: Robin Dong <robin.k.dong@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Robin Dong <robin.k.dong@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [TTS] Fix audio codec type checks (#7373) * [TTS] Fix audio codec type checks Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Fix audio codec tests Signed-off-by: Ryan <rlangman@nvidia.com> --------- Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Add dataset to path of logged artifacts (#7462) * [TTS] Add dataset to path of logged artifacts Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Revert axis name back to Audio Frames Signed-off-by: Ryan <rlangman@nvidia.com> --------- Signed-off-by: Ryan <rlangman@nvidia.com> * Fix sft dataset truncation (#7464) * Add fix Signed-off-by: Cheng-Ping Hsieh <chsieh@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <chsieh@nvidia.com> --------- Signed-off-by: Cheng-Ping Hsieh <chsieh@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Automatic Lip Reading Recognition (ALR) - ASR/CV (Visual ASR) (#7330) * striding_conv1d_k5 and dw_striding_conv1d_k5 subsampling Signed-off-by: mburchi <maxime.burchi@gmail.com> * transpose conv1d inputs Signed-off-by: mburchi <maxime.burchi@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: mburchi <maxime.burchi@gmail.com> * Update subsampling.py change striding_conv1d_k5 to striding_conv1d Signed-off-by: Maxime Burchi <60737204+burchim@users.noreply.github.com> * cv branch Signed-off-by: mburchi <maxime.burchi@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * video manifest Signed-off-by: mburchi <maxime.burchi@gmail.com> * add collection classes Signed-off-by: mburchi <maxime.burchi@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add test_step_outputs Signed-off-by: mburchi <maxime.burchi@gmail.com> * correct manifest bug when having only audio or only videos Signed-off-by: mburchi <maxime.burchi@gmail.com> * correct manifest bug when having only audio or only videos Signed-off-by: mburchi <maxime.burchi@gmail.com> * clean references Signed-off-by: mburchi <maxime.burchi@gmail.com> * freeze unfreeze transcribe cv models Signed-off-by: mburchi <maxime.burchi@gmail.com> * correct manifest get_full_path bug Signed-off-by: mburchi <maxime.burchi@gmail.com> * update for PR Signed-off-by: mburchi <maxime.burchi@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * guard torchvision Signed-off-by: mburchi <maxime.burchi@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update nemo/collections/cv/data/video_to_text_dataset.py Co-authored-by: Igor Gitman <igor.a.gitman@gmail.com> Signed-off-by: Maxime Burchi <60737204+burchim@users.noreply.github.com> * _video_speech_collate_fn in cv/data/video_to_text.py Signed-off-by: mburchi <maxime.burchi@gmail.com> * add self.out = None to asr subsampling Signed-off-by: mburchi <maxime.burchi@gmail.com> * Update nemo/collections/cv/data/video_to_text_dataset.py Co-authored-by: Igor Gitman <igor.a.gitman@gmail.com> Signed-off-by: Maxime Burchi <60737204+burchim@users.noreply.github.com> * cv -> multimodal/speech_cv branch Signed-off-by: mburchi <maxime.burchi@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: mburchi <maxime.burchi@gmail.com> Signed-off-by: Maxime Burchi <60737204+burchim@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Igor Gitman <igor.a.gitman@gmail.com> * HF StarCoder to NeMo conversion script (#7421) * Script to convert HF StarCoder checkpoint to NeMo Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * StarCoder conversion test Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Fix test Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Catch up with save_to changes Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Don't abbreviate args for clarity Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Configurable precision: BF16 vs FP32 Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jan Lasek <janek.lasek@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix bug when loading dist ckpt in peft (#7452) Signed-off-by: Hongbin Liu <hongbinl@nvidia.com> Co-authored-by: Hongbin Liu <hongbinl@nvidia.com> * Fix adding positional embeddings in-place in transformer module (#7440) Signed-off-by: Tamerlan Tabolov <tktabolov@gmail.com> Co-authored-by: Cheng-Ping Hsieh <37269846+hsiehjackson@users.noreply.github.com> * Fix (#7478) Signed-off-by: Cheng-Ping Hsieh <chsieh@nvidia.com> * add sleep (#7498) (#7499) * add sleep * add sleep onto config instead * add comment --------- Signed-off-by: Gerald Shen <geshen@nvidia.com> Co-authored-by: Gerald Shen <119401249+gshennvm@users.noreply.github.com> * Fix exp manager check for sleep (#7503) (#7504) Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> * bugfix: trainer.accelerator=auto from None. (#7492) (#7493) Signed-off-by: Xuesong Yang <16880-xueyang@users.noreply.gitlab-master.nvidia.com> Co-authored-by: Xuesong Yang <16880-xueyang@users.noreply.gitlab-master.nvidia.com> * [doc] fix broken link (#7481) Signed-off-by: Stas Bekman <stas00@users.noreply.github.com> * [TTS] Read audio as int32 to avoid flac read errors (#7477) * [TTS] Read audio as int32 to avoid flac read errors Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Add comment about read failures Signed-off-by: Ryan <rlangman@nvidia.com> --------- Signed-off-by: Ryan <rlangman@nvidia.com> * Add dataset 'AISHELL-3' from OpenSLR for training mandarin TTS (#7409) * Add dataset 'AISHELL-3' from OpenSLR for training mandarin TTS * Train 'AISHELL-3' dataset with multi-speakers Signed-off-by: Robin Dong <robin.k.dong@gmail.com> * Update get_data.py update copyright header Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * Update get_data.py added a disclaimer Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add new configuration file for AISHELL3 with multispeaker of fastpitch Signed-off-by: Robin Dong <robin.k.dong@gmail.com> --------- Signed-off-by: Robin Dong <robin.k.dong@gmail.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * dllogger - log on rank 0 only (#7513) Signed-off-by: Stas Bekman <stas00@users.noreply.github.com> * Fix TTS FastPitch tutorial (#7494) (#7516) * Fix --------- Signed-off-by: Cheng-Ping Hsieh <chsieh@nvidia.com> Co-authored-by: Cheng-Ping Hsieh <37269846+hsiehjackson@users.noreply.github.com> * Fix get_dist() tensor dimension (#7506) (#7515) Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com> Co-authored-by: Jocelyn <jocelynh@nvidia.com> * bugfix: specify trainer.strategy=auto when devices=1 (#7509) (#7512) Signed-off-by: Xuesong Yang <16880-xueyang@users.noreply.gitlab-master.nvidia.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Xuesong Yang <16880-xueyang@users.noreply.gitlab-master.nvidia.com> * fix (#7511) Signed-off-by: Abhinav Khattar <aklife97@gmail.com> * [TTS] Fix FastPitch data prep tutorial (#7524) Signed-off-by: Ryan <rlangman@nvidia.com> * add italian tokenization (#7486) * add italian tokenization Signed-off-by: GiacomoLeoneMaria <giacomoleonemaria@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add more ipa lexicon it Signed-off-by: GiacomoLeoneMaria <giacomoleonemaria@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix error deletion Signed-off-by: GiacomoLeoneMaria <giacomoleonemaria@gmail.com> * add test Signed-off-by: GiacomoLeoneMaria <giacomoleonemaria@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: GiacomoLeoneMaria <giacomoleonemaria@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Replace None strategy with auto in tutorial notebooks (#7521) (#7527) Signed-off-by: Abhishree <abhishreetm@gmail.com> Co-authored-by: Abhishree Thittenamane <47577437+athitten@users.noreply.github.com> * unpin setuptools (#7534) (#7535) Signed-off-by: fayejf <36722593+fayejf@users.noreply.github.com> Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com> * remove auto generated examples (#7510) * explicitly remove autogenerated examples for data parallel evaluation Signed-off-by: arendu <adithyare@nvidia.com> * mark autogenrated and remove it for test Signed-off-by: arendu <adithyare@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: arendu <adithyare@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Add the `strategy` argument to `MegatronGPTModel.generate()` (#7264) It is passed as an explicit argument rather than through `**strategy_args` so as to ensure someone cannot accidentally pass other arguments that would end up being ignored. It is a keyword-only argument to ensure that if in the future we want to update the signature to `**strategy_args`, we can do it without breaking code. Signed-off-by: Olivier Delalleau <507137+odelalleau@users.noreply.github.com> * Fix PTL2.0 related ASR bugs in r1.21.0: Val metrics logging, None dataloader issue (#7531) (#7533) * fix none dataloader issue ptl2 * ptl2.0 logging fixes for rnnt_models --------- Signed-off-by: KunalDhawan <kunaldhawan97@gmail.com> Co-authored-by: Kunal Dhawan <kunaldhawan97@gmail.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> * gpus -> devices (#7542) (#7545) Signed-off-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> * Update FFMPEG version to fix issue with torchaudio (#7551) (#7553) Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> * PEFT GPT & T5 Refactor (#7308) * initial implementation of add_adapters API * correct type hint * Add config in add_adapters for save and load (@author bobchen) * Remove AdapterConfig to avoid import error * Add AdaterConfig back and move adaptermixin to sft model * Add NLPSaveRestoreConnector as default in NLPModel.restore_from * Add restore_from_nemo_with_adapter and test script * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * rename t5 file and classes to be consistent with GPT * add t5 sft dataset * add support for single-file format with T5SFTDataset * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Various small changes to make T5 SFT work like GPT SFT * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add adapter evaluation test script * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add MultiAdaterConfig for ia3 and fix builder issue * Make ptuning for T5SFTModel work using mixin * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add IA3_Adapter for AdapterName * Add adapter name for ptuning and attention adapter * Make test script GPT/T5 agnostic * Add layer selection feature * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Integrate adapter name and config * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update gpt peft tuning script to new API * add t5 peft tuning script with new API * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix IA3 layer selection issue * Override state_dict on SFT model instead of mixin * Add load adapter by adapter config * move peft config map away from example script * auto get config from nemo adapter * Move PEFTConfig to new file * fix ckpt save/load for t5 * name change: add_adapters -> add_adapter * variable name change * update t5 script * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix t5 issues * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add weight tying * update gpt tuning script * PEFT-API proposal * Fix according to comments * update tuning scripts * move merge_cfg_with to mixin class since it applies to both gpt and t5 and requires the model class for restore * Add mcore_gpt support for NLPAdapterMixin * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix typo * variable name change to distinguish "peft" and "adapter" * override `load_adapters` to support `add_adapter` name change * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update tuning and eval script for adapter save/load * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add Ptuning on first stage only * add lora tutorial for review * Fix layer selection for mcore * add landing page * fix resume training Signed-off-by: jasonwan <jasonwan@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add mcore condition in sharded_state_dict to make sft work * Update lora_tutorial.md First edit of this file for PEFT documentation for NeMO Signed-off-by: hkelly33 <58792115+hkelly33@users.noreply.github.com> * rename Adapter to AttentionAdapter to avoid confusion in doc * Change load_adapters to load .nemo * add quick start guide * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add load_adapters with .ckpt * Remove setup_complete changes in load_adapters * update landing page * remove typo * Updated quick_start.md per Chen Cui Signed-off-by: hkelly33 <58792115+hkelly33@users.noreply.github.com> * Add inference config merger and tutorial * Add doc string for NLPAdapterModelMixin and deprecated warning on MegatronGPTPEFTModel * add suppor…
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