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* Move model precision copy (#7336) * move cfg precision set to megatron base model Signed-off-by: Maanu Grover <maanug@nvidia.com> * remove copy from other models Signed-off-by: Maanu Grover <maanug@nvidia.com> * modify attribute not arg Signed-off-by: Maanu Grover <maanug@nvidia.com> * fix gpt model test for ptl 2.0 Signed-off-by: Maanu Grover <maanug@nvidia.com> * rename function and add docstring Signed-off-by: Maanu Grover <maanug@nvidia.com> * replace precision to dtype conditionals with func call Signed-off-by: Maanu Grover <maanug@nvidia.com> * unnecessary function and cfg reset Signed-off-by: Maanu Grover <maanug@nvidia.com> * set default value Signed-off-by: Maanu Grover <maanug@nvidia.com> * fix precision lookup in a few more places Signed-off-by: Maanu Grover <maanug@nvidia.com> * rename mapping function Signed-off-by: Maanu Grover <maanug@nvidia.com> * ununsed import Signed-off-by: Maanu Grover <maanug@nvidia.com> * save torch datatype to model Signed-off-by: Maanu Grover <maanug@nvidia.com> * set weights precision wrt amp o2 Signed-off-by: Maanu Grover <maanug@nvidia.com> * Revert "set weights precision wrt amp o2" This reverts commit 313a4bfe5eb69d771a6d2433898c0685836aef5c. Signed-off-by: Maanu Grover <maanug@nvidia.com> * revert half precision at inference attempt Signed-off-by: Maanu Grover <maanug@nvidia.com> * move autocast dtype to base model Signed-off-by: Maanu Grover <maanug@nvidia.com> * move params dtype to base model, enable fp16 O2 inf Signed-off-by: Maanu Grover <maanug@nvidia.com> * unused imports Signed-off-by: Maanu Grover <maanug@nvidia.com> --------- Signed-off-by: Maanu Grover <maanug@nvidia.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Fix PEFT checkpoint loading (#7388) * Fix PEFT checkpoint loading Signed-off-by: Jason Wang <jasonwan@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jason Wang <jasonwan@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Use distributed optimizer support for multiple dtypes (#7359) * Update distopt wrapper with multiple dtype support Remove manual handling of separate FP32 optimizer. Signed-off-by: Tim Moon <tmoon@nvidia.com> * Use distopt support for contiguous buffers with multiple dtypes Signed-off-by: Tim Moon <tmoon@nvidia.com> * Fix typo Signed-off-by: Tim Moon <tmoon@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Separate distopt buckets for first GPT layer and non-overlapped params Signed-off-by: Tim Moon <tmoon@nvidia.com> * Add distopt logic for int dtypes Signed-off-by: Tim Moon <tmoon@nvidia.com> * Update Apex commit Signed-off-by: Tim Moon <tmoon@nvidia.com> * Remove unused variables Signed-off-by: Tim Moon <tmoon@nvidia.com> * Update Apex commit in README and Jenkensfile Signed-off-by: Tim Moon <tmoon@nvidia.com> * Debug Dockerfile and Jenkinsfile Signed-off-by: Tim Moon <tmoon@nvidia.com> --------- Signed-off-by: Tim Moon <tmoon@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: Sasha Meister <sasha.meister.work@gmail.com> * minor fix for llama ckpt conversion script (#7387) * minor fix for llama ckpt conversion script Signed-off-by: Jason Wang <jasonwan@nvidia.com> * Update Jenkinsfile Signed-off-by: Jason Wang <jasonwan@nvidia.com> * remove fast_swiglu configuration Signed-off-by: Jason Wang <jasonwan@nvidia.com> --------- Signed-off-by: Jason Wang <jasonwan@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Fix wrong calling of librosa.get_duration() in notebook (#7376) Signed-off-by: Robin Dong <robin.k.dong@gmail.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * [PATCH] PEFT import mcore (#7393) * [PATCH] PEFT import mcore Signed-off-by: Jason Wang <jasonwan@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jason Wang <jasonwan@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Create per.py Script for calculation Punctuation Error Rate and related rates (correct rate, deletions rate, etc.) Signed-off-by: Sasha Meister <117230141+ssh-meister@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * [TTS] Added a callback for logging initial data (#7384) Signed-off-by: Ante Jukić <ajukic@nvidia.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Update Core Commit (#7402) * Update Core Commit Signed-off-by: Abhinav Khattar <aklife97@gmail.com> * update commit Signed-off-by: Abhinav Khattar <aklife97@gmail.com> --------- Signed-off-by: Abhinav Khattar <aklife97@gmail.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Use cfg attribute in bert (#7394) * use cfg attribute instead of arg Signed-off-by: Maanu Grover <maanug@nvidia.com> * use torch_dtype in place of cfg.precision Signed-off-by: Maanu Grover <maanug@nvidia.com> * move precision copy before super constructor Signed-off-by: Maanu Grover <maanug@nvidia.com> * use trainer arg Signed-off-by: Maanu Grover <maanug@nvidia.com> --------- Signed-off-by: Maanu Grover <maanug@nvidia.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Add support for bias conversion in Swiglu models (#7386) * Add support for bias conversion in Swiglu models Signed-off-by: smajumdar <titu1994@gmail.com> * Add support for auto extracting tokenizer model 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 * Add support for auto extracting tokenizer model Signed-off-by: smajumdar <titu1994@gmail.com> * Fix issue with missing tokenizer Signed-off-by: smajumdar <titu1994@gmail.com> * Refactor Signed-off-by: smajumdar <titu1994@gmail.com> * Refactor 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: Sasha Meister <sasha.meister.work@gmail.com> * Update save_to and restore_from for dist checkpointing (#7343) * add dist ckpt to save to, in progress Signed-off-by: eharper <eharper@nvidia.com> * move dist ckpt 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 * clean up 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 * update restore from, 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https://pre-commit.ci * setup te tp groups if needed Signed-off-by: eharper <eharper@nvidia.com> * remove import Signed-off-by: eharper <eharper@nvidia.com> --------- Signed-off-by: eharper <eharper@nvidia.com> Signed-off-by: jasonwan <jasonwan@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: jasonwan <jasonwan@nvidia.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * fix forward for with mcore=false (#7403) Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com> Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Fix logging to remove 's/it' from progress bar in Megatron models and add train_step_timing (#7374) * Add CustomProgressBar class to exp_manager and trainer callbacks 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 * Fix the progress bar 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https://pre-commit.ci * check for None Signed-off-by: Abhinav Khattar <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> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * make loss mask default to false (#7407) Signed-off-by: eharper <eharper@nvidia.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Add dummy userbuffer config files (#7408) Signed-off-by: Sangkug Lym <slym@nvidia.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * add missing ubconf files (#7412) Signed-off-by: Abhinav Khattar <aklife97@gmail.com> Signed-off-by: Sasha Meister <sasha.meister.work@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> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.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 <eharper@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: eharper <eharper@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Allow disabling sanity checking when num_sanity_val_steps=0 (#7413) * Allow disabling sanity checking when num_sanity_val_steps=0 Signed-off-by: Abhishree <abhishreetm@gmail.com> * Update num_sanity_val_steps to be a multiple of num_microbatches Signed-off-by: Abhishree Thittenamane <47577437+athitten@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: Abhishree <abhishreetm@gmail.com> Signed-off-by: Abhishree Thittenamane <47577437+athitten@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Add comprehensive error messages (#7261) Signed-off-by: Anton Peganov <apeganov@nvidia.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * check NEMO_PATH (#7418) Signed-off-by: Nikolay Karpov <karpnv@gmail.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * layer selection for ia3 (#7417) * layer selection for ia3 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> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Fix missing pip package 'einops' (#7397) Signed-off-by: Robin Dong <robin.k.dong@gmail.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Fix failure of pyaudio in Google Colab (#7396) Signed-off-by: Robin Dong <robin.k.dong@gmail.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Update README.md: output_path --> output_manifest_filepath (#7442) Signed-off-by: Samuele Cornell <cornellsamuele@gmail.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Add rope dynamic linear scaling (#7437) * Add dynamic linear scaling 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 bug 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> * [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> * [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> Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.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 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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> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.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> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.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> Signed-off-by: Sasha Meister <sasha.meister.work@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> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.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> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * [TTS] Fix audio codec type checks (#7373) * [TTS] Fix audio codec type 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<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> Signed-off-by: Sasha Meister <sasha.meister.work@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> Signed-off-by: Sasha 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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 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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 * 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Cui <chcui@nvidia.com> Co-authored-by: Chen Cui <chcui@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Marc Romeyn <marcromeyn@gmail.com> Co-authored-by: jasonwan <jasonwan@nvidia.com> Co-authored-by: hkelly33 <58792115+hkelly33@users.noreply.github.com> Co-authored-by: Adi Renduchintala <adithyare@nvidia.com> Co-authored-by: Yuanzhe Dong <yudong@nvidia.com> Co-authored-by: Cheng-Ping Hsieh <chsieh@nvidia.com> Co-authored-by: Cheng-Ping Hsieh <37269846+hsiehjackson@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * fix a typo (#7496) Signed-off-by: BestJuly <chntaoli@163.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * [TTS] remove curly braces from ${BRANCH} in jupyer notebook cell. (#7554) (#7560) * remove curly braces. * remove installation of pynini. --------- 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> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * add youtube embed url (#7570) 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> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Remap speakers to continuous range of speaker_id for dataset AISHELL3 (#7536) * Remap speakers to continuous range of speaker_id for dataset AISHELL3 * Add new key/value pair to record raw speaker for AISHELL3 dataset Signed-off-by: Robin Dong <robin.k.dong@gmail.com> --------- 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> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * fix validation_step_outputs initialization for multi-dataloader (#7546) (#7572) * added correct validation_step_outputs initialization for mutli-dataloader * changed kernel for display * Update logic for validation and test step outputs * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * revert multidataloader changes in multilang ASR notebook --------- Signed-off-by: KunalDhawan <kunaldhawan97@gmail.com> Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: Kunal Dhawan <kunaldhawan97@gmail.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Append output of val step to self.validation_step_outputs (#7530) (#7532) Signed-off-by: Abhishree <abhishreetm@gmail.com> Co-authored-by: Abhishree Thittenamane <47577437+athitten@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * [TTS] fixed trainer's accelerator and strategy. (#7569) (#7574) 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> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Append val/test output to instance variable in EncDecSpeakerLabelModel (#7562) (#7573) * Append val/test output to the instance variable in EncDecSpeakerLabelModel * Handle test case in evaluation_step * Replace type with isinstance --------- Signed-off-by: Abhishree <abhishreetm@gmail.com> Co-authored-by: Abhishree Thittenamane <47577437+athitten@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Fix CustomProgressBar for resume (#7427) (#7522) * Fix CustomProgress Bar for resume and multiple epochs * Edit num_training_batches * Use max_steps as total for progress bar for resume * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhishree <abhishreetm@gmail.com> Co-authored-by: Abhishree Thittenamane <47577437+athitten@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * fix typos in nfa and speech enhancement tutorials (#7580) (#7583) Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Co-authored-by: Elena Rastorgueva <80532067+erastorgueva-nv@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Add strategy as ddp_find_unused_parameters_true for glue_benchmark.py (#7454) (#7461) Signed-off-by: Abhishree <abhishreetm@gmail.com> Co-authored-by: Abhishree Thittenamane <47577437+athitten@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * update strategy (#7577) (#7578) Signed-off-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: Nithin 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<nithinrao.koluguri@gmail.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * StarCoder SFT test + bump PyT NGC image to 23.09 (#7540) * Add SFT StarCoder test Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Remove _modify_config call as it is covered in load_from_nemo just below Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Test with pyt:23.09 container Signed-off-by: Jan Lasek <janek.lasek@gmail.com> --------- Signed-off-by: Jan Lasek <janek.lasek@gmail.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * defaults changed (#7600) * defaults changed Signed-off-by: arendu <adithyare@nvidia.com> * typo Signed-off-by: arendu <adithyare@nvidia.com> * update Signed-off-by: arendu <adithyare@nvidia.com> --------- Signed-off-by: arendu <adithyare@nvidia.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * add ItalianPhonemesTokenizer (#7587) * add ItalianPhonemesTokenizer 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 Italian phonemes 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 test Signed-off-by: GiacomoLeoneMaria <giacomoleonemaria@gmail.com> --------- Signed-off-by: GiacomoLeoneMaria <giacomoleonemaria@gmail.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> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * best ckpt fix (#7564) (#7588) Signed-off-by: dimapihtar <dpihtar@gmail.com> Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * rate_punctuation.py Fixed output manifest saving Signed-off-by: Sasha Meister <117230141+ssh-meister@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Fix tests Signed-off-by: Sasha Meister <117230141+ssh-meister@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Add files via upload (#7598) specifies the branch Signed-off-by: George <37293288+Jorjeous@users.noreply.github.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Fix validation in G2PModel and ThutmoseTaggerModel (#7597) (#7606) Signed-off-by: Abhishree <abhishreetm@gmail.com> Co-authored-by: Abhishree Thittenamane <47577437+athitten@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Broadcast loss only when using pipeline parallelism and 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<sasha.meister.work@gmail.com> * Function name fixing Signed-off-by: Sasha Meister <117230141+ssh-meister@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Moving PER to speech_to_text_eval.py Added: - "use_per": PER metric computing; - "scores_per_sample": metrics computation sample by sample for wer/cer/punctuation rates; - "output_with_scores_filename": saving manifest with metrics Signed-off-by: Sasha Meister <117230141+ssh-meister@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Update test_metrics.py Updated "punctuation_error_rate" function name Signed-off-by: Sasha Meister <117230141+ssh-meister@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more 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Signed-off-by: Sasha Meister <117230141+ssh-meister@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Fix import guards Signed-off-by: Sasha Meister <117230141+ssh-meister@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Stats printing when HAVE_TABLUATE_AND_PANDAS=False Signed-off-by: Sasha Meister <117230141+ssh-meister@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Bound transformers version in requirements (#7620) Signed-off-by: Abhishree <abhishreetm@gmail.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * fix llama2 70b lora tuning bug (#7622) * fix llama2 70b lora tuning bug Signed-off-by: Chen Cui <chcui@nvidia.com> * Update peft_config.py brackets Signed-off-by: Adi Renduchintala <adithyare@nvidia.com> --------- Signed-off-by: Chen Cui <chcui@nvidia.com> Signed-off-by: Adi Renduchintala <adithyare@nvidia.com> Co-authored-by: Adi Renduchintala <adithyare@nvidia.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Fix import error no module name model_utils (#7629) Signed-off-by: Mehadi Hasan Menon <mehadihasan80@gmail.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Delete examples/asr/rate_punctuation.py Signed-off-by: Sasha Meister <117230141+ssh-meister@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Added use_per description Signed-off-by: Sasha Meister <117230141+ssh-meister@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * metric and variables name fixing Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Add else samples = None Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * add fc large ls models (#7641) Signed-off-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: Nithin Rao Koluguri <nithinraok> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * bugfix: trainer.gpus, trainer.strategy, trainer.accelerator (#7621) (#7642) * [TTS] bugfix for Tacotron2 tutorial due to PTL 2.0 * trainer.gpus -> trainer.devices * fixed related tutorial bugs --------- 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: Sasha Meister <sasha.meister.work@gmail.com> * fix ssl models ptl monitor val through logging (#7608) (#7614) Signed-off-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Fix metrics for SE tutorial (#7604) (#7612) Signed-off-by: Ante Jukić <ajukic@nvidia.com> Co-authored-by: anteju <108555623+anteju@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Add ddp_find_unused_parameters=True and change accelerator to auto (#7623) (#7644) * Add ddp_find_unused_parameters=True and change acclerator to auto * Add ddp_find_unused_parameters True for normalization_as_tagging_train.py --------- Signed-off-by: Abhishree <abhishreetm@gmail.com> Co-authored-by: Abhishree Thittenamane <47577437+athitten@users.noreply.github.com> Signed-off-by: Sasha Meister <sasha.meister.work@gmail.com> * Fix py3.11 dataclasses issue (#7616) * Fix py3.11 dataclasses issue (#7582) * Update ASR configs to support Python 3.11 Signe…
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