Transformer decoder with conditioning for canary #8091
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added 2 commits
December 26, 2023 21:33
Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com>
Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com>
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* Fixes * Docs fix * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support distributed_fused_adam Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support distributed_fused_adam Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Add support for sharded NeMo manifest files * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support megatron_amp_O2 Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Support heterogeneous sampling rates in non tarred NeMo manifests * migrate to PTL2.0 Signed-off-by: stevehuang52 <heh@nvidia.com> * clean up Signed-off-by: stevehuang52 <heh@nvidia.com> * update manifest util Signed-off-by: stevehuang52 <heh@nvidia.com> * Support multiple tokenizer/parser types, aggregate tokenizers, and custom language fields * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * agg and normal tokenizers actually work * Support weights for NeMo tarred manifests * Temporarily hardcoded pnc stripping/lowercasing * fix * make pnc hack configurable from the config and disabled by default * fix the hack * migrate to ptl2.1 to support multiple dataloaders Signed-off-by: stevehuang52 <heh@nvidia.com> * support encoder overwrite Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * update misc Signed-off-by: stevehuang52 <heh@nvidia.com> * fix eval and clean up Signed-off-by: stevehuang52 <heh@nvidia.com> * support add_sep for perception model Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix https://github.com/Lightning-AI/pytorch-lightning/issues/18803 Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * add_bos Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Transformer decoder with conditioning for canary (#8091) * initial commit for multi-task conf-enc transf-dec for canary Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * removing decoder states caching during training Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Option to limit the number of open streams (#8095) * audio signal support in multi Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * update asr evaluator Signed-off-by: stevehuang52 <heh@nvidia.com> * fix from https://github.com/NVIDIA/NeMo/commit/fcc0f9f6ff7947c3c7fba3ed17d8ec8af6391397 and https://github.com/NVIDIA/NeMo/commit/f97c9016e6438ca4174b66bf9c3e248b28197aaa Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * transcribe fn for Canary models (#8110) * improve readability Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * adding context in transcribe function for ConfTransfModels Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * supporting relative paths in transcribe function for canary Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * removing cuts.sort_by_duration in __getitem__ to maintain manifest order during inference Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * update for evaluation Signed-off-by: stevehuang52 <heh@nvidia.com> * update for eval Signed-off-by: stevehuang52 <heh@nvidia.com> * update for evaluation Signed-off-by: stevehuang52 <heh@nvidia.com> * fix bleu Signed-off-by: stevehuang52 <heh@nvidia.com> * fix typo Signed-off-by: stevehuang52 <heh@nvidia.com> * Add missing audio_filepath validation for Canary (#8119) * Add missing audio_filepath validation for Canary * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * add default concat_sampling_probabilities Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support lhotse dataset in speechllm Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * bypass get_iterator_k_split Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * tmp fix Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * try to use fixed batch with megatron Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * add batch logging Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support unfrozen llm Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Create README.md Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> * Update README.md Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> * Update README.md Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * rename Signed-off-by: stevehuang52 <heh@nvidia.com> * add llama prompt template Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * update and refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * support sample alpha Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support lhotse validation set and canary pretrained ckpt with pseudo label Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * make sure backward compatibility Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * remove pad Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * make sure asr_model is frozen Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support greedy decoding Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * valid on lhotse Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix multi dataloader in val case for lhotse SALM; add default data names; keep asr model tokenizer by default to enable adding canary dataset Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * remove the bruteforce _keep_special_tokens implementation Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * decoding_ratio and convert_canary_prompt_to_text support Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * canary_tokens_augment_ratio Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * debug Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * bug fix Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix lhotse based eval of llama canary model Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support some overwrite for eval Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support zero shot prompt in training Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support cross attention based SALM Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support cross attention based SALM Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix for batch train/valid of cross Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support learnable gate and plotting Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support using pseudo label in prompt rather than cross att Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * bug fix for perception cfg and context tokens shift Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * DentityConnectorsAdd Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix ckpt saving Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Support RnnGatedCrossAttention Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * add include_ffw and fix _optimizer_param_groups for all unfrozen run Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support grad acc when using bucket Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support TransformerCrossAttention Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support ProjectTransformerCrossAttention Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support ++model.use_am_tokenizer ++model.override_vocab_size ++model.override.hidden_size Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support question set on val without canary Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support load_audio_encoder and wip in optim_param_groups Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * minor fix for audio pretrain model init Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * simplify canary_tokens_augment Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * use question in the manifest if it exists Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support dataset weighting for non tar Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Update SpeechLLM code (#8475) * add pleasefixme marker for potential failed nightly tests. (#7678) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * Add new text segmentation library for better TTS quality (#7645) * Add new text segmentation library for better TTS quality * Update zh_cn_pinyin.py added detailed instruction on how to install pkuseg. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * Update requirements_tts.txt remove pkuseg as the default dependency of NeMo TTS, and instead, direct users to manually install pkuseg if they really need. 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: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * Create PrecisionPlugin for megatron_ckpt_to_nemo.py trainer (#7767) (#7774) * Create PrecisionPlugin for megatron_ckpt_to_nemo.py trainer * Add ddp_find_unused_parameters_true for punctuation_capitalization_train_evaluate.py * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add '32-true' for precision values --------- Signed-off-by: Abhishree <abhishreetm@gmail.com> Signed-off-by: Abhishree Thittenamane <47577437+athitten@users.noreply.github.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> * fix(clustering_diarizer.py): fix typo (#7772) Signed-off-by: Jean-Louis Queguiner <jean-louis.queguiner@gadz.org> * fix(diarization-README): typo (#7771) Signed-off-by: Jean-Louis Queguiner <jean-louis.queguiner@gadz.org> * Fix bug wrt change decoding strategy for bpe models (#7762) (#7764) * Fix bug wrt change decoding strategy for bpe models * [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: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Remove incorrect extra argument for load_from_checkpoint_dir() (#7500) Signed-off-by: Robin Dong <robin.k.dong@gmail.com> Co-authored-by: Eric Harper <complex451@gmail.com> * Add nemo to mcore GPT conversion script (#7730) * add conversion script Signed-off-by: Chen Cui <chcui@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove references to 'ckpt' Signed-off-by: Chen Cui <chcui@nvidia.com> * add one more sanity check to make sure there is no unexpected keys in state dict Signed-off-by: Chen Cui <chcui@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * make cpu loading work Signed-off-by: Chen Cui <chcui@nvidia.com> * make script work for llama2 models Signed-off-by: Chen Cui <chcui@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * address code check Signed-off-by: Chen Cui <chcui@nvidia.com> * remove trainer precision (was for old sanity check) Signed-off-by: Chen Cui <chcui@nvidia.com> * fix script for llama2 model Signed-off-by: Chen Cui <chcui@nvidia.com> * remove commented code Signed-off-by: Chen Cui <chcui@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-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: Eric Harper <complex451@gmail.com> * Fix bug in ConditionalInput: cat along the feature dim, not the batch dim (#7785) Signed-off-by: anferico <f.cariaggi4@gmail.com> * Add some docs and update scripts for ASR (#7790) * Add some docs and update scripts 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> Signed-off-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * set context for text memmap to fork (#7784) * set context for text memmap to fork Signed-off-by: arendu <adithyare@nvidia.com> * typo Signed-off-by: arendu <adithyare@nvidia.com> --------- Signed-off-by: arendu <adithyare@nvidia.com> * add training with multiple audios Signed-off-by: stevehuang52 <heh@nvidia.com> * Support flash decoding (#7744) * Add flash-decoding Signed-off-by: Cheng-Ping Hsieh <chsieh@nvidia.com> * 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> * Change accelerator to 'auto' in nlp_checkpoint_port.py (#7761) * Change accelerator to 'auto' in nlp_checkpoint_port.py (#7747) * Change accelerator to auto Signed-off-by: Abhishree <abhishreetm@gmail.com> * Pass omegaconf object to trainer in nlp_checkpoint_port.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Pass omegaconf object to trainer in export.py 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 --------- Signed-off-by: Abhishree <abhishreetm@gmail.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: Abhishree <abhishreetm@gmail.com> * docs: fix typos (#7758) Signed-off-by: shuoer86 <129674997+shuoer86@users.noreply.github.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: Abhishree <abhishreetm@gmail.com> * Snake act (#7736) Signed-off-by: Abhishree <abhishreetm@gmail.com> * Update gpt_dataset.py (#6963) Signed-off-by: Xin Yao <xiny@nvidia.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Abhishree <abhishreetm@gmail.com> --------- Signed-off-by: Abhishree <abhishreetm@gmail.com> Signed-off-by: shuoer86 <129674997+shuoer86@users.noreply.github.com> Signed-off-by: Xin Yao <xiny@nvidia.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> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: shuoer86 <129674997+shuoer86@users.noreply.github.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Co-authored-by: Xin Yao <yaox12@outlook.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> * Add selection criteria for reference audios in the `GlobalStyleToken` submodule (#7788) * add selection criteria for reference audios Signed-off-by: anferico <f.cariaggi4@gmail.com> * Update configuration files Signed-off-by: anferico <f.cariaggi4@gmail.com> * add informative comment in config files Signed-off-by: anferico <f.cariaggi4@gmail.com> * sample random index for reference audio selection Signed-off-by: anferico <f.cariaggi4@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: anferico <f.cariaggi4@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * update text server to support compute logprobs (#7733) * update text server to support compute logprobs * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix typo --------- Signed-off-by: Zhilin Wang <zhilinw@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * add multi-layer feat extract and fix random question insertion Signed-off-by: stevehuang52 <heh@nvidia.com> * Configure MCore logger (#7781) Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com> * Revert "PEFT eval fix (#7626) (#7638)" (#7693) This reverts commit f03dd660bd26d88fd569e76c6f74b83a7c203ff9. * remove TN from ctc_segm tut (#7807) Signed-off-by: Evelina <ebakhturina@nvidia.com> * [TTS] Support audio offsets in TTS data loaders (#7156) * [TTS] Support audio offsets in TTS data loaders Signed-off-by: Ryan <rlangman@nvidia.com> * [TTS] Change docstring mentions of .pt to .npy Signed-off-by: Ryan <rlangman@nvidia.com> --------- Signed-off-by: Ryan <rlangman@nvidia.com> * Update Apex install command in Dockerfile (#7794) (#7804) * move core install to /workspace (#7706) * update apex install in dockerfile * use fetch head --------- Signed-off-by: Abhinav Khattar <aklife97@gmail.com> Signed-off-by: eharper <eharper@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Abhinav Khattar <aklife97@gmail.com> * fix typo Signed-off-by: stevehuang52 <heh@nvidia.com> * Nemo to HF converter for LLaMA model (#7770) * Create config_llama_truncate.yaml Signed-off-by: Utkarsh <49331882+uppalutkarsh@users.noreply.github.com> * Add files via upload Signed-off-by: Utkarsh <49331882+uppalutkarsh@users.noreply.github.com> * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <49331882+uppalutkarsh@users.noreply.github.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update config_llama_truncate.yaml Signed-off-by: Utkarsh <49331882+uppalutkarsh@users.noreply.github.com> * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <49331882+uppalutkarsh@users.noreply.github.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <49331882+uppalutkarsh@users.noreply.github.com> * clean up trainer * remove dependency on yaml config. load config from nemo file instead. * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * enable ckpt saving into other precision formats * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support 70b + cleanup qkv slice logic * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix bug * move hf model folder code from comment to function and add instruction to run * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Utkarsh <49331882+uppalutkarsh@users.noreply.github.com> Signed-off-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: Eric Harper <complex451@gmail.com> Co-authored-by: Chen Cui <chcui@nvidia.com> * Save best NeMo model only when necessary (#7836) Signed-off-by: Ante Jukić 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eharper <eharper@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see 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> * fix forward for with mcore=false (#7403) Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com> Co-authored-by: Jimmy Zhang <jiemingz@nvidia.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 progres…
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* Fixes * Docs fix * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support distributed_fused_adam Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support distributed_fused_adam Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Add support for sharded NeMo manifest files * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support megatron_amp_O2 Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Support heterogeneous sampling rates in non tarred NeMo manifests * migrate to PTL2.0 Signed-off-by: stevehuang52 <heh@nvidia.com> * clean up Signed-off-by: stevehuang52 <heh@nvidia.com> * update manifest util Signed-off-by: stevehuang52 <heh@nvidia.com> * Support multiple tokenizer/parser types, aggregate tokenizers, and custom language fields * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * agg and normal tokenizers actually work * Support weights for NeMo tarred manifests * Temporarily hardcoded pnc stripping/lowercasing * fix * make pnc hack configurable from the config and disabled by default * fix the hack * migrate to ptl2.1 to support multiple dataloaders Signed-off-by: stevehuang52 <heh@nvidia.com> * support encoder overwrite Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * update misc Signed-off-by: stevehuang52 <heh@nvidia.com> * fix eval and clean up Signed-off-by: stevehuang52 <heh@nvidia.com> * support add_sep for perception model Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix https://github.com/Lightning-AI/pytorch-lightning/issues/18803 Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * add_bos Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Transformer decoder with conditioning for canary (#8091) * initial commit for multi-task conf-enc transf-dec for canary Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * removing decoder states caching during training Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Option to limit the number of open streams (#8095) * audio signal support in multi Signed-off-by: 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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 <complex451@gmail.com> * revert to model parallel config Signed-off-by: ericharper <complex451@gmail.com> * add hidden_size to model_parallel_config 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 * remove imports Signed-off-by: ericharper <complex451@gmail.com> * revert Signed-off-by: ericharper <complex451@gmail.com> * remove import Signed-off-by: ericharper <complex451@gmail.com> * small clean up Signed-off-by: ericharper <complex451@gmail.com> * update hidden size in peft base model, add mcore commit to jenkins 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 module args Signed-off-by: ericharper <complex451@gmail.com> * add config obj to flash attention tests 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 * remove 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 * remove sequence parallel arg Signed-off-by: ericharper <complex451@gmail.com> * update args Signed-off-by: ericharper <complex451@gmail.com> * add config to self Signed-off-by: ericharper <complex451@gmail.com> * update args Signed-off-by: ericharper <complex451@gmail.com> * update args Signed-off-by: ericharper <complex451@gmail.com> * update args Signed-off-by: ericharper <complex451@gmail.com> * add config to test Signed-off-by: ericharper <complex451@gmail.com> * get hidden_size from config Signed-off-by: ericharper <complex451@gmail.com> * add try except Signed-off-by: ericharper <complex451@gmail.com> * use default Signed-off-by: ericharper <complex451@gmail.com> * update config with hidden size Signed-off-by: ericharper <complex451@gmail.com> * remove arg 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 * comment out jenkins test Signed-off-by: ericharper <complex451@gmail.com> * revert import Signed-off-by: ericharper <complex451@gmail.com> * build transformer config Signed-off-by: ericharper <complex451@gmail.com> * add model to provider func Signed-off-by: ericharper <complex451@gmail.com> * update forward and float16 wrapper Signed-off-by: ericharper <complex451@gmail.com> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <complex451@gmail.com> * set virtual rank 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 * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <jasonwan@nvidia.com> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <jasonwan@nvidia.com> --------- Signed-off-by: jasonwan <jasonwan@nvidia.com> * revert Signed-off-by: ericharper <complex451@gmail.com> * mcore llama2 ckpt conversion & small fix Signed-off-by: jasonwan <jasonwan@nvidia.com> * Add inference & sft config by Hongbin Co-authored-by: Hongbin Liu <hongbinl@nvidia.com> Signed-off-by: jasonwan <jasonwan@nvidia.com> * fix config Signed-off-by: jasonwan <jasonwan@nvidia.com> * add inference param. update TP/PP script to support mcore gpt Signed-off-by: jasonwan <jasonwan@nvidia.com> * p-tuning Signed-off-by: jasonwan <jasonwan@nvidia.com> * modify ckpt conversion script (adding model cast) Signed-off-by: jasonwan <jasonwan@nvidia.com> * ckpt conversion use relative path for config Signed-off-by: jasonwan <jasonwan@nvidia.com> * 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> * 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> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 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 <complex451@gmail.com> * revert to model parallel config Signed-off-by: ericharper <complex451@gmail.com> * add hidden_size to model_parallel_config Signed-off-by: ericharper <complex451@gmail.com> * remove imports 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 * remove import Signed-off-by: ericharper <complex451@gmail.com> * small clean up Signed-off-by: ericharper <complex451@gmail.com> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <complex451@gmail.com> * update module 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 * add config obj to flash attention tests Signed-off-by: ericharper <complex451@gmail.com> * remove 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 * remove sequence parallel arg 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> * add config to self Signed-off-by: ericharper <complex451@gmail.com> * update args Signed-off-by: ericharper <complex451@gmail.com> * update args Signed-off-by: ericharper <complex451@gmail.com> * update args Signed-off-by: ericharper <complex451@gmail.com> * add config to test Signed-off-by: ericharper <complex451@gmail.com> * get hidden_size from config Signed-off-by: ericharper <complex451@gmail.com> * add try except Signed-off-by: ericharper <complex451@gmail.com> * use default Signed-off-by: ericharper <complex451@gmail.com> * update config with hidden size Signed-off-by: ericharper <complex451@gmail.com> * remove arg Signed-off-by: ericharper <complex451@gmail.com> * comment out jenkins test Signed-off-by: ericharper <complex451@gmail.com> * revert import Signed-off-by: ericharper <complex451@gmail.com> * remove optimizer_idx Signed-off-by: eharper <eharper@nvidia.com> * prefetch num microbatches 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 * 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> * update args Signed-off-by: ericharper <complex451@gmail.com> * fix for p-tuning sequence parallel Signed-off-by: jasonwan <jasonwan@nvidia.com> * support SFT/distOpt mcore (#7207) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <jasonwan@nvidia.com> * change layer names for SFT Signed-off-by: Hongbin Liu <hongbinl@nvidia.com> * fix bug in SFT Signed-off-by: Hongbin Liu <hongbinl@nvidia.com> --------- Signed-off-by: jasonwan <jasonwan@nvidia.com> Signed-off-by: Hongbin Liu <hongbinl@nvidia.com> Co-authored-by: Hongbin Liu <hongbinl@nvidia.com> Co-authored-by: jasonwan <jasonwan@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start updating to TransformerConfig Signed-off-by: ericharper <complex451@gmail.com> * revert to model parallel config Signed-off-by: ericharper <complex451@gmail.com> * add hidden_size to model_parallel_config Signed-off-by: ericharper <complex451@gmail.com> * remove imports 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 module args Signed-off-by: ericharper <complex451@gmail.com> * add config to self Signed-off-by: ericharper <complex451@gmail.com> * build transformer config Signed-off-by: ericharper <complex451@gmail.com> * add model to provider func Signed-off-by: ericharper <complex451@gmail.com> * update forward and float16 wrapper Signed-off-by: ericharper <complex451@gmail.com> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <complex451@gmail.com> * set virtual rank 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 * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <jasonwan@nvidia.com> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <jasonwan@nvidia.com> --------- Signed-off-by: jasonwan <jasonwan@nvidia.com> * revert Signed-off-by: ericharper <complex451@gmail.com> * remove import 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 * rollback model cast for p-tuning Signed-off-by: jasonwan <jasonwan@nvidia.com> * update for dist adam 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 * use get_gpt_module_list 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 ckpt conversion script Signed-off-by: jasonwan <jasonwan@nvidia.com> * ptl2.0 patch for llama config Signed-off-by: jasonwan <jasonwan@nvidia.com> * add plugins to trainer in scripts Signed-off-by: jasonwan <jasonwan@nvidia.com> * fix activation checkpointing mcore Signed-off-by: jasonwan <jasonwan@nvidia.com> * fix variable names Signed-off-by: jasonwan <jasonwan@nvidia.com> * overwrite normalization type for mcore/te Signed-off-by: jasonwan <jasonwan@nvidia.com> * Update megatron_llama_sft.yaml Signed-off-by: Jason Wang <jasonwan@nvidia.com> * add PEFT adapter support for mcore gpt path (#7276) * implementation for mcore adapter/mxins Signed-off-by: jasonwan <jasonwan@nvidia.com> * small fix for lora and ptuning Signed-off-by: jasonwan <jasonwan@nvidia.com> * support layerwise peft Signed-off-by: jasonwan <jasonwan@nvidia.com> * support multiple target layers Signed-off-by: jasonwan <jasonwan@nvidia.com> * support lora 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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: Eric Harper <complex451@gmail.com> * Support for flash attention 2.0 (#7063) * Add flash attn 2 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 * Add FA2 feature Signed-off-by: Cheng-Ping Hsieh <chsieh@nvidia.com> * Remove debugging 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 --------- Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Cheng-Ping Hsieh <chsieh@nvidia.com> Signed-off-by: Cheng-Ping Hsieh <37269846+hsiehjackson@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] 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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 * update 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> * Fix typos (#7361) * fix typos Signed-off-by: omahs <73983677+omahs@users.noreply.github.com> * fix typo Signed-off-by: omahs <73983677+omahs@users.noreply.github.com> * fix typos Signed-off-by: omahs <73983677+omahs@users.noreply.github.com> * fix typos Signed-off-by: omahs <73983677+omahs@users.noreply.github.com> * fix typo Signed-off-by: omahs <73983677+omahs@users.noreply.github.com> * fix typos Signed-off-by: omahs <73983677+omahs@users.noreply.github.com> * fix typo Signed-off-by: omahs <73983677+omahs@users.noreply.github.com> * fix 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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * enable fp32 optimizer for output_layer in mcore (#7355) Signed-off-by: lhb8125 <lhb8125@gmail.com> * revert comment (#7368) Signed-off-by: eharper <eharper@nvidia.com> * Update to core 23.08 branch ToT (#7371) Signed-off-by: Abhinav Khattar <aklife97@gmail.com> * upper bounding ptl (#7370) Signed-off-by: eharper <eharper@nvidia.com> * fix pipeline parallel inference (#7367) * fix pp inference 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 --------- Signed-off-by: jasonwan <jasonwan@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix for peft tied weights (#7372) Signed-off-by: arendu <adithyare@nvidia.com> * fixed trainer.strategy=auto from None. (#7369) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * add O2 option in gpt eval (#7358) * add O2 option in eval 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 doc for O2 config Signed-off-by: jasonwan <jasonwan@nvidia.com> * add to llama inference config Signed-off-by: jasonwan <jasonwan@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: Eric Harper <complex451@gmail.com> * 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> * 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> * Use distributed optimizer support for multiple dtypes (#7359) * Update distopt wrapper with multiple dtype support Remove manual handling of separate FP32 optimizer. 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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> * 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> * [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> * [TTS] Added a callback for logging initial data (#7384) 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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> * 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 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eharper <eharper@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see 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> * fix forward for with mcore=false (#7403) Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com> Co-authored-by: Jimmy Zhang <jiemingz@nvidia.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 to reflect total microbatch cnt Signed-off-by: Abhishree <abhishreetm@gmail.com> * Modify CustomProgressBar class 1) Modify CustomProgressBar class to update progress bar per global_step instead of per microbatch 2) Add the callback to other megatron training/finetuning files that are not using MegatronTrainerBuilder Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add CustomProgressBar callback to tuning files 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 --------- Signed-off-by: Abhishree <abhishreetm@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Set Activation Checkpointing Defaults (#7404) * Set Activation Checkpointing Defaults 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 * 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> * 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 <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> * 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 informa…
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…rategy (#9387) * Integrating mcore's DistributedDataParallel into MegatronStrategy Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Apply isort and black reformatting Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Apply ddp-hooks from pytorch only when needed Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * bugfix if using mcore distOpt with sft (#9356) * bugfix if using mcore distOpt Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * fix typo infer_seq_lenght -> infer_seq_length (#9370) Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Co-authored-by: Marc Romeyn <mromeijn@nvidia.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Rachitg/ag (#9083) * Rachitg/ag (#9081) * disable overlap for qkv Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * bug fix * bugfix --------- Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Signed-off-by: Rachit Garg <rachitgarg91@gmail.com> Co-authored-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: michal2409 <michal2409@users.noreply.github.com> --------- Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Signed-off-by: Rachit Garg <rachitgarg91@gmail.com> Signed-off-by: michal2409 <michal2409@users.noreply.github.com> Co-authored-by: Rachit Garg <rachitgarg91@gmail.com> Co-authored-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Michal Futrega <mfutrega@nvidia.com> Co-authored-by: michal2409 <michal2409@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Adding the original change made for label_models (#9377) (#9378) Signed-off-by: Taejin Park <tango4j@gmail.com> Co-authored-by: Taejin Park <tango4j@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Dgalvez/fix greedy batch strategy name r2.0.0rc0 (#9243) (#9253) * Lazily warn about using greedy strategy instead of greedy_batch strategy. Previously, the warning would often run spuriously, since several existing code paths simply call "change_decoding_strategy()" after having first initialized a Module, rather than changing the config before initializing the Module. This can be confusing. The only problem I can see with this is that using logging inside a forward() method might interfere with some compiler toolkits like Torchscript or thunder.compile. Presumably it would be easy to add a conditional statement to avoid this statement in a compiler context if necessary. Signed-off-by: Daniel Galvez <dgalvez@nvidia.com> Co-authored-by: Daniel Galvez <galv@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Update README.rst (#9393) Revised content per https://gitlab-master.nvidia.com/nemo-framework-tme/documentation/-/issues/25. Also removed reference to NIMs in LLMs and MMs Deployment and Optimization. It should be NVIDIA NeMo Microservices and not NIM. Removed nemo:24.03.framework and nemo:24.01.speech in Docker Containers section and replaced with 24.05 . Please verify all changes. Signed-off-by: jgerh <163925524+jgerh@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * a2a fix removed tp world size and group from init (#8944) (#8952) Signed-off-by: Anmol Gupta <14880251+anmolgupt@users.noreply.github.com> Co-authored-by: anmolgupt <14880251+anmolgupt@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Add config option for FP32 embedding grads (#8953) * Add config option for FP32 embedding grads (#8946) Signed-off-by: Tim Moon <tmoon@nvidia.com> * Apply isort and black reformatting Signed-off-by: ericharper <ericharper@users.noreply.github.com> --------- Signed-off-by: Tim Moon <tmoon@nvidia.com> Signed-off-by: ericharper <ericharper@users.noreply.github.com> Co-authored-by: Tim Moon <4406448+timmoon10@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: ericharper <ericharper@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Changes to enable CUDA graph for LLM (#8955) * Changes to enable CUDA graph for LLM (#8751) * Use next instead of get_batch Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * CUDA graph changes Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Change to enable CG with weight caching Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Revert "Use next instead of get_batch" This reverts commit 0021bb444cdd1b27674fc0cfea909c1a42475336. 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file instead. * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * enable ckpt saving into other precision formats * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support 70b + cleanup qkv slice logic * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix bug * move hf model folder code from comment to function and add instruction to run * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Utkarsh <49331882+uppalutkarsh@users.noreply.github.com> Signed-off-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: Eric Harper <complex451@gmail.com> Co-authored-by: Chen Cui <chcui@nvidia.com> * Save best NeMo model only when necessary (#7836) Signed-off-by: Ante Jukić 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* Fixes * Docs fix * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support distributed_fused_adam Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support distributed_fused_adam Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Add support for sharded NeMo manifest files * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support megatron_amp_O2 Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Support heterogeneous sampling rates in non tarred NeMo manifests * migrate to PTL2.0 Signed-off-by: stevehuang52 <heh@nvidia.com> * clean up Signed-off-by: stevehuang52 <heh@nvidia.com> * update manifest util Signed-off-by: stevehuang52 <heh@nvidia.com> * Support multiple tokenizer/parser types, aggregate tokenizers, and custom language fields * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * agg and normal tokenizers actually work * Support weights for NeMo tarred manifests * Temporarily hardcoded pnc stripping/lowercasing * fix * make pnc hack configurable from the config and disabled by default * fix the hack * migrate to ptl2.1 to support multiple dataloaders Signed-off-by: stevehuang52 <heh@nvidia.com> * support encoder overwrite Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * update misc Signed-off-by: stevehuang52 <heh@nvidia.com> * fix eval and clean up Signed-off-by: stevehuang52 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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 <complex451@gmail.com> * revert to model parallel config Signed-off-by: ericharper <complex451@gmail.com> * add hidden_size to model_parallel_config 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 * remove imports Signed-off-by: ericharper <complex451@gmail.com> * revert Signed-off-by: ericharper <complex451@gmail.com> * remove import Signed-off-by: ericharper <complex451@gmail.com> * small clean up Signed-off-by: ericharper <complex451@gmail.com> * update hidden size in peft base model, add mcore commit to jenkins 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 module args Signed-off-by: ericharper <complex451@gmail.com> * add config obj to flash attention tests 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 * remove 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 * remove sequence parallel arg Signed-off-by: ericharper <complex451@gmail.com> * update args Signed-off-by: ericharper <complex451@gmail.com> * add config to self Signed-off-by: ericharper <complex451@gmail.com> * update args Signed-off-by: ericharper <complex451@gmail.com> * update args Signed-off-by: ericharper <complex451@gmail.com> * update args Signed-off-by: ericharper <complex451@gmail.com> * add config to test Signed-off-by: ericharper <complex451@gmail.com> * get hidden_size from config Signed-off-by: ericharper <complex451@gmail.com> * add try except Signed-off-by: ericharper <complex451@gmail.com> * use default Signed-off-by: ericharper <complex451@gmail.com> * update config with hidden size Signed-off-by: ericharper <complex451@gmail.com> * remove arg 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 * comment out jenkins test Signed-off-by: ericharper <complex451@gmail.com> * revert import Signed-off-by: ericharper <complex451@gmail.com> * build transformer config Signed-off-by: ericharper <complex451@gmail.com> * add model to provider func Signed-off-by: ericharper <complex451@gmail.com> * update forward and float16 wrapper Signed-off-by: ericharper <complex451@gmail.com> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <complex451@gmail.com> * set virtual rank 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 * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <jasonwan@nvidia.com> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <jasonwan@nvidia.com> --------- Signed-off-by: jasonwan <jasonwan@nvidia.com> * revert Signed-off-by: ericharper <complex451@gmail.com> * mcore llama2 ckpt conversion & small fix Signed-off-by: jasonwan <jasonwan@nvidia.com> * Add inference & sft config by Hongbin Co-authored-by: Hongbin Liu <hongbinl@nvidia.com> Signed-off-by: jasonwan <jasonwan@nvidia.com> * fix config Signed-off-by: jasonwan <jasonwan@nvidia.com> * add inference param. update TP/PP script to support mcore gpt Signed-off-by: jasonwan <jasonwan@nvidia.com> * p-tuning Signed-off-by: jasonwan <jasonwan@nvidia.com> * modify ckpt conversion script (adding model cast) Signed-off-by: jasonwan <jasonwan@nvidia.com> * ckpt conversion use relative path for config Signed-off-by: jasonwan <jasonwan@nvidia.com> * 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> * 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> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 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 <complex451@gmail.com> * revert to model parallel config Signed-off-by: ericharper <complex451@gmail.com> * add hidden_size to model_parallel_config Signed-off-by: ericharper <complex451@gmail.com> * remove imports 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 * remove import Signed-off-by: ericharper <complex451@gmail.com> * small clean up Signed-off-by: ericharper <complex451@gmail.com> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <complex451@gmail.com> * update module 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 * add config obj to flash attention tests Signed-off-by: ericharper <complex451@gmail.com> * remove 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 * remove sequence parallel arg 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> * add config to self Signed-off-by: ericharper <complex451@gmail.com> * update args Signed-off-by: ericharper <complex451@gmail.com> * update args Signed-off-by: ericharper <complex451@gmail.com> * update args Signed-off-by: ericharper <complex451@gmail.com> * add config to test Signed-off-by: ericharper <complex451@gmail.com> * get hidden_size from config Signed-off-by: ericharper <complex451@gmail.com> * add try except Signed-off-by: ericharper <complex451@gmail.com> * use default Signed-off-by: ericharper <complex451@gmail.com> * update config with hidden size Signed-off-by: ericharper <complex451@gmail.com> * remove arg Signed-off-by: ericharper <complex451@gmail.com> * comment out jenkins test Signed-off-by: ericharper <complex451@gmail.com> * revert import Signed-off-by: ericharper <complex451@gmail.com> * remove optimizer_idx Signed-off-by: eharper <eharper@nvidia.com> * prefetch num microbatches 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 * 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> * update args Signed-off-by: ericharper <complex451@gmail.com> * fix for p-tuning sequence parallel Signed-off-by: jasonwan <jasonwan@nvidia.com> * support SFT/distOpt mcore (#7207) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <jasonwan@nvidia.com> * change layer names for SFT Signed-off-by: Hongbin Liu <hongbinl@nvidia.com> * fix bug in SFT Signed-off-by: Hongbin Liu <hongbinl@nvidia.com> --------- Signed-off-by: jasonwan <jasonwan@nvidia.com> Signed-off-by: Hongbin Liu <hongbinl@nvidia.com> Co-authored-by: Hongbin Liu <hongbinl@nvidia.com> Co-authored-by: jasonwan <jasonwan@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start updating to TransformerConfig Signed-off-by: ericharper <complex451@gmail.com> * revert to model parallel config Signed-off-by: ericharper <complex451@gmail.com> * add hidden_size to model_parallel_config Signed-off-by: ericharper <complex451@gmail.com> * remove imports 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 module args Signed-off-by: ericharper <complex451@gmail.com> * add config to self Signed-off-by: ericharper <complex451@gmail.com> * build transformer config Signed-off-by: ericharper <complex451@gmail.com> * add model to provider func Signed-off-by: ericharper <complex451@gmail.com> * update forward and float16 wrapper Signed-off-by: ericharper <complex451@gmail.com> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <complex451@gmail.com> * set virtual rank 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 * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <jasonwan@nvidia.com> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <jasonwan@nvidia.com> --------- Signed-off-by: jasonwan <jasonwan@nvidia.com> * revert Signed-off-by: ericharper <complex451@gmail.com> * remove import 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 * rollback model cast for p-tuning Signed-off-by: jasonwan <jasonwan@nvidia.com> * update for dist adam 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 * use get_gpt_module_list 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 ckpt conversion script Signed-off-by: jasonwan <jasonwan@nvidia.com> * ptl2.0 patch for llama config Signed-off-by: jasonwan <jasonwan@nvidia.com> * add plugins to trainer in scripts Signed-off-by: jasonwan <jasonwan@nvidia.com> * fix activation checkpointing mcore Signed-off-by: jasonwan <jasonwan@nvidia.com> * fix variable names Signed-off-by: jasonwan <jasonwan@nvidia.com> * overwrite normalization type for mcore/te Signed-off-by: jasonwan <jasonwan@nvidia.com> * Update megatron_llama_sft.yaml Signed-off-by: Jason Wang <jasonwan@nvidia.com> * add PEFT adapter support for mcore gpt path (#7276) * implementation for mcore adapter/mxins Signed-off-by: jasonwan <jasonwan@nvidia.com> * small fix for lora and ptuning Signed-off-by: jasonwan <jasonwan@nvidia.com> * support layerwise peft Signed-off-by: jasonwan <jasonwan@nvidia.com> * support multiple target layers Signed-off-by: jasonwan <jasonwan@nvidia.com> * support lora 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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: Eric Harper <complex451@gmail.com> * Support for flash attention 2.0 (#7063) * Add flash attn 2 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 * Add FA2 feature Signed-off-by: Cheng-Ping Hsieh <chsieh@nvidia.com> * Remove debugging 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 --------- Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Cheng-Ping Hsieh <chsieh@nvidia.com> Signed-off-by: Cheng-Ping Hsieh <37269846+hsiehjackson@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] 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(#7369) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * add O2 option in gpt eval (#7358) * add O2 option in eval 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 doc for O2 config Signed-off-by: jasonwan <jasonwan@nvidia.com> * add to llama inference config Signed-off-by: jasonwan <jasonwan@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: Eric Harper <complex451@gmail.com> * 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. 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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> * 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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> * 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 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eharper <eharper@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see 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> * fix forward for with mcore=false (#7403) Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com> Co-authored-by: Jimmy Zhang <jiemingz@nvidia.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 progres…
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…rategy (#9387) * Integrating mcore's DistributedDataParallel into MegatronStrategy Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Apply isort and black reformatting Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Apply ddp-hooks from pytorch only when needed Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * bugfix if using mcore distOpt with sft (#9356) * bugfix if using mcore distOpt Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * fix typo infer_seq_lenght -> infer_seq_length (#9370) Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Co-authored-by: Marc Romeyn <mromeijn@nvidia.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Rachitg/ag (#9083) * Rachitg/ag (#9081) * disable overlap for qkv Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * bug fix * bugfix --------- Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Signed-off-by: Rachit Garg <rachitgarg91@gmail.com> Co-authored-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: michal2409 <michal2409@users.noreply.github.com> --------- Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Signed-off-by: Rachit Garg <rachitgarg91@gmail.com> Signed-off-by: michal2409 <michal2409@users.noreply.github.com> Co-authored-by: Rachit Garg <rachitgarg91@gmail.com> Co-authored-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Michal Futrega <mfutrega@nvidia.com> Co-authored-by: michal2409 <michal2409@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Adding the original change made for label_models (#9377) (#9378) Signed-off-by: Taejin Park <tango4j@gmail.com> Co-authored-by: Taejin Park <tango4j@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Dgalvez/fix greedy batch strategy name r2.0.0rc0 (#9243) (#9253) * Lazily warn about using greedy strategy instead of greedy_batch strategy. Previously, the warning would often run spuriously, since several existing code paths simply call "change_decoding_strategy()" after having first initialized a Module, rather than changing the config before initializing the Module. This can be confusing. The only problem I can see with this is that using logging inside a forward() method might interfere with some compiler toolkits like Torchscript or thunder.compile. Presumably it would be easy to add a conditional statement to avoid this statement in a compiler context if necessary. Signed-off-by: Daniel Galvez <dgalvez@nvidia.com> Co-authored-by: Daniel Galvez <galv@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Update README.rst (#9393) Revised content per https://gitlab-master.nvidia.com/nemo-framework-tme/documentation/-/issues/25. Also removed reference to NIMs in LLMs and MMs Deployment and Optimization. It should be NVIDIA NeMo Microservices and not NIM. Removed nemo:24.03.framework and nemo:24.01.speech in Docker Containers section and replaced with 24.05 . Please verify all changes. Signed-off-by: jgerh <163925524+jgerh@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * a2a fix removed tp world size and group from init (#8944) (#8952) Signed-off-by: Anmol Gupta <14880251+anmolgupt@users.noreply.github.com> Co-authored-by: anmolgupt <14880251+anmolgupt@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Add config option for FP32 embedding grads (#8953) * Add config option for FP32 embedding grads (#8946) Signed-off-by: Tim Moon <tmoon@nvidia.com> * Apply isort and black reformatting Signed-off-by: ericharper <ericharper@users.noreply.github.com> --------- Signed-off-by: Tim Moon <tmoon@nvidia.com> Signed-off-by: ericharper <ericharper@users.noreply.github.com> Co-authored-by: Tim Moon <4406448+timmoon10@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: ericharper <ericharper@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Changes to enable CUDA graph for LLM (#8955) * Changes to enable CUDA graph for LLM (#8751) * Use next instead of get_batch Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * CUDA graph changes Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Change to enable CG with weight caching Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Revert "Use next instead of get_batch" This reverts commit 0021bb444cdd1b27674fc0cfea909c1a42475336. 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…DIA#9169) * Fixes * Docs fix * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support distributed_fused_adam Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support distributed_fused_adam Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Add support for sharded NeMo manifest files * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support megatron_amp_O2 Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Support heterogeneous sampling rates in non tarred NeMo manifests * migrate to PTL2.0 Signed-off-by: stevehuang52 <heh@nvidia.com> * clean up Signed-off-by: stevehuang52 <heh@nvidia.com> * update manifest util Signed-off-by: stevehuang52 <heh@nvidia.com> * Support multiple tokenizer/parser types, aggregate tokenizers, and custom language fields * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * agg and normal tokenizers actually work * Support weights for NeMo tarred manifests * Temporarily hardcoded pnc stripping/lowercasing * fix * make pnc hack configurable from the config and disabled by default * fix the hack * migrate to ptl2.1 to support multiple dataloaders Signed-off-by: stevehuang52 <heh@nvidia.com> * support encoder overwrite Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * update misc Signed-off-by: stevehuang52 <heh@nvidia.com> * fix eval and clean up Signed-off-by: stevehuang52 <heh@nvidia.com> * support add_sep for perception model Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix https://github.com/Lightning-AI/pytorch-lightning/issues/18803 Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * add_bos Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Transformer decoder with conditioning for canary (#8091) * initial commit for multi-task conf-enc transf-dec for canary Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * removing decoder states caching during training Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Option to limit the number of open streams (#8095) * audio signal support in multi Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * update asr evaluator Signed-off-by: stevehuang52 <heh@nvidia.com> * fix from https://github.com/NVIDIA/NeMo/commit/fcc0f9f6ff7947c3c7fba3ed17d8ec8af6391397 and https://github.com/NVIDIA/NeMo/commit/f97c9016e6438ca4174b66bf9c3e248b28197aaa Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * transcribe fn for Canary models (#8110) * improve readability Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * adding context in transcribe function for ConfTransfModels Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * supporting relative paths in transcribe function for canary Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * removing cuts.sort_by_duration in __getitem__ to maintain manifest order during inference Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * update for evaluation Signed-off-by: stevehuang52 <heh@nvidia.com> * update for eval Signed-off-by: stevehuang52 <heh@nvidia.com> * update for evaluation Signed-off-by: stevehuang52 <heh@nvidia.com> * fix bleu Signed-off-by: stevehuang52 <heh@nvidia.com> * fix typo Signed-off-by: stevehuang52 <heh@nvidia.com> * Add missing audio_filepath validation for Canary (#8119) * Add missing audio_filepath validation for Canary * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * add default concat_sampling_probabilities Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support lhotse dataset in speechllm Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * bypass 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pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-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: Eric Harper <complex451@gmail.com> * Fix bug in ConditionalInput: cat along the feature dim, not the batch dim (#7785) Signed-off-by: anferico <f.cariaggi4@gmail.com> * Add some docs and update scripts for ASR (#7790) * Add some docs and update scripts 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> Signed-off-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * set context for text memmap to fork (#7784) * set context for text memmap to fork Signed-off-by: arendu <adithyare@nvidia.com> * typo Signed-off-by: arendu 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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: Eric Harper <complex451@gmail.com> * Support for flash attention 2.0 (#7063) * Add flash attn 2 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 * Add FA2 feature Signed-off-by: Cheng-Ping Hsieh <chsieh@nvidia.com> * Remove debugging 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 --------- Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Cheng-Ping Hsieh <chsieh@nvidia.com> Signed-off-by: Cheng-Ping Hsieh <37269846+hsiehjackson@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] 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(#7369) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * add O2 option in gpt eval (#7358) * add O2 option in eval 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 doc for O2 config Signed-off-by: jasonwan <jasonwan@nvidia.com> * add to llama inference config Signed-off-by: jasonwan <jasonwan@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: Eric Harper <complex451@gmail.com> * 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. 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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> * 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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> * 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, need to figure out how to initialize distributed 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 * launch distrib if needed when restoring dist ckpt Signed-off-by: eharper <eharper@nvidia.com> * when using mcore we can change tp pp on the fly Signed-off-by: eharper <eharper@nvidia.com> * add load_from_checkpoint support for 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 * update llama convert script to save dist .nemo Signed-off-by: eharper <eharper@nvidia.com> * fix load dist ckpt 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 * setup TE TP groups if needed 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 * 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> * fix forward for with mcore=false (#7403) Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com> Co-authored-by: Jimmy Zhang <jiemingz@nvidia.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 progres…
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…rategy (NVIDIA#9387) * Integrating mcore's DistributedDataParallel into MegatronStrategy Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Apply isort and black reformatting Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Apply ddp-hooks from pytorch only when needed Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * bugfix if using mcore distOpt with sft (#9356) * bugfix if using mcore distOpt Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * fix typo infer_seq_lenght -> infer_seq_length (#9370) Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Co-authored-by: Marc Romeyn <mromeijn@nvidia.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Rachitg/ag (#9083) * Rachitg/ag (#9081) * disable overlap for qkv Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * bug fix * bugfix --------- Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Signed-off-by: Rachit Garg <rachitgarg91@gmail.com> Co-authored-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: michal2409 <michal2409@users.noreply.github.com> --------- Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Signed-off-by: Rachit Garg <rachitgarg91@gmail.com> Signed-off-by: michal2409 <michal2409@users.noreply.github.com> Co-authored-by: Rachit Garg <rachitgarg91@gmail.com> Co-authored-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Michal Futrega <mfutrega@nvidia.com> Co-authored-by: michal2409 <michal2409@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Adding the original change made for label_models (#9377) (#9378) Signed-off-by: Taejin Park <tango4j@gmail.com> Co-authored-by: Taejin Park <tango4j@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Dgalvez/fix greedy batch strategy name r2.0.0rc0 (#9243) (#9253) * Lazily warn about using greedy strategy instead of greedy_batch strategy. Previously, the warning would often run spuriously, since several existing code paths simply call "change_decoding_strategy()" after having first initialized a Module, rather than changing the config before initializing the Module. This can be confusing. The only problem I can see with this is that using logging inside a forward() method might interfere with some compiler toolkits like Torchscript or thunder.compile. Presumably it would be easy to add a conditional statement to avoid this statement in a compiler context if necessary. Signed-off-by: Daniel Galvez <dgalvez@nvidia.com> Co-authored-by: Daniel Galvez <galv@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Update README.rst (#9393) Revised content per https://gitlab-master.nvidia.com/nemo-framework-tme/documentation/-/issues/25. Also removed reference to NIMs in LLMs and MMs Deployment and Optimization. It should be NVIDIA NeMo Microservices and not NIM. Removed nemo:24.03.framework and nemo:24.01.speech in Docker Containers section and replaced with 24.05 . Please verify all changes. Signed-off-by: jgerh <163925524+jgerh@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * a2a fix removed tp world size and group from init (#8944) (#8952) Signed-off-by: Anmol Gupta <14880251+anmolgupt@users.noreply.github.com> Co-authored-by: anmolgupt <14880251+anmolgupt@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Add config option for FP32 embedding grads (#8953) * Add config option for FP32 embedding grads (#8946) Signed-off-by: Tim Moon <tmoon@nvidia.com> * Apply isort and black reformatting Signed-off-by: ericharper <ericharper@users.noreply.github.com> --------- Signed-off-by: Tim Moon <tmoon@nvidia.com> Signed-off-by: ericharper <ericharper@users.noreply.github.com> Co-authored-by: Tim Moon <4406448+timmoon10@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: ericharper <ericharper@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Changes to enable CUDA graph for LLM (#8955) * Changes to enable CUDA graph for LLM (#8751) * Use next instead of get_batch Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * CUDA graph changes Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Change to enable CG with weight caching Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Revert "Use next instead of get_batch" This reverts commit 0021bb444cdd1b27674fc0cfea909c1a42475336. Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py Signed-off-by: Jan Baczek <jbaczek@nvidia.com> Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Revert "Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py" This reverts commit b4f736ed2b39f6c48d2868ac3febb82c763ab3fb. Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Remove skip_weight_update argument Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Bug fix + cleanup Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Cleanup Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Use new TE API for FP8 Param transpose Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Change config param cuda_graph to enable_cuda_graph Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Enable TE RNGStatesTracker through config Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Change te_rng_tracker to use_te_rng_tracker Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * FP8 weight transpose handled inside TE Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Cleanup Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Revert "Revert "Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py"" This reverts commit e31862481216f9adf7fa584a0c0262916c935639. Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> --------- Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> Signed-off-by: Jan Baczek <jbaczek@nvidia.com> Co-authored-by: Jaemin Choi <jaeminc@nvidia.com> Co-authored-by: Jan Baczek <jbaczek@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ericharper <ericharper@users.noreply.github.com> --------- Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> Signed-off-by: Jan Baczek <jbaczek@nvidia.com> Signed-off-by: ericharper <ericharper@users.noreply.github.com> Co-authored-by: vasunvidia <108759426+vasunvidia@users.noreply.github.com> Co-authored-by: Jaemin Choi <jaeminc@nvidia.com> Co-authored-by: Jan Baczek <jbaczek@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> Co-authored-by: ericharper <ericharper@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Enhance Distributed Adam (#9051) * Enhance Distributed Adam (#9037) * Fix deprecated env. 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<jasonwan@nvidia.com> --------- Signed-off-by: jasonwan <jasonwan@nvidia.com> * revert Signed-off-by: ericharper <complex451@gmail.com> * mcore llama2 ckpt conversion & small fix Signed-off-by: jasonwan <jasonwan@nvidia.com> * Add inference & sft config by Hongbin Co-authored-by: Hongbin Liu <hongbinl@nvidia.com> Signed-off-by: jasonwan <jasonwan@nvidia.com> * fix config Signed-off-by: jasonwan <jasonwan@nvidia.com> * add inference param. update TP/PP script to support mcore gpt Signed-off-by: jasonwan <jasonwan@nvidia.com> * p-tuning Signed-off-by: jasonwan <jasonwan@nvidia.com> * modify ckpt conversion script (adding model cast) Signed-off-by: jasonwan <jasonwan@nvidia.com> * ckpt conversion use relative path for config Signed-off-by: jasonwan <jasonwan@nvidia.com> * 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: 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information, see https://pre-commit.ci * 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> * update args Signed-off-by: ericharper <complex451@gmail.com> * fix for p-tuning sequence parallel Signed-off-by: jasonwan <jasonwan@nvidia.com> * support SFT/distOpt mcore (#7207) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <jasonwan@nvidia.com> * change layer names for SFT Signed-off-by: Hongbin Liu <hongbinl@nvidia.com> * fix bug in SFT Signed-off-by: Hongbin Liu <hongbinl@nvidia.com> --------- Signed-off-by: jasonwan <jasonwan@nvidia.com> Signed-off-by: Hongbin Liu <hongbinl@nvidia.com> Co-authored-by: Hongbin Liu <hongbinl@nvidia.com> Co-authored-by: jasonwan <jasonwan@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start updating to TransformerConfig Signed-off-by: ericharper <complex451@gmail.com> * revert to model parallel config Signed-off-by: ericharper <complex451@gmail.com> * add hidden_size to model_parallel_config Signed-off-by: ericharper <complex451@gmail.com> * remove imports 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 module args Signed-off-by: ericharper <complex451@gmail.com> * add config to self Signed-off-by: ericharper <complex451@gmail.com> * build transformer config Signed-off-by: ericharper <complex451@gmail.com> * add model to provider func Signed-off-by: ericharper <complex451@gmail.com> * update forward and float16 wrapper Signed-off-by: ericharper <complex451@gmail.com> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <complex451@gmail.com> * set virtual rank 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 * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <jasonwan@nvidia.com> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <jasonwan@nvidia.com> --------- Signed-off-by: jasonwan <jasonwan@nvidia.com> * revert Signed-off-by: ericharper <complex451@gmail.com> * remove import 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 * rollback model cast for p-tuning Signed-off-by: jasonwan <jasonwan@nvidia.com> * update for dist adam 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 * use get_gpt_module_list Signed-off-by: eharper <eharper@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com 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GQA Signed-off-by: jasonwan <jasonwan@nvidia.com> * support amp O2 Signed-off-by: jasonwan <jasonwan@nvidia.com> * revert & more O2 fix 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 * lora inject to attention Signed-off-by: jasonwan <jasonwan@nvidia.com> * support …
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…DIA#9169) * Fixes * Docs fix * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support distributed_fused_adam Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support distributed_fused_adam Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Add support for sharded NeMo manifest files * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support megatron_amp_O2 Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Support heterogeneous sampling rates in non tarred NeMo manifests * migrate to PTL2.0 Signed-off-by: stevehuang52 <heh@nvidia.com> * clean up Signed-off-by: stevehuang52 <heh@nvidia.com> * update manifest util Signed-off-by: stevehuang52 <heh@nvidia.com> * Support multiple tokenizer/parser types, aggregate tokenizers, and custom language fields * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * agg and normal tokenizers actually work * Support weights for NeMo tarred manifests * Temporarily hardcoded pnc stripping/lowercasing * fix * make pnc hack configurable from the config and disabled by default * fix the hack * migrate to ptl2.1 to support multiple dataloaders Signed-off-by: stevehuang52 <heh@nvidia.com> * support encoder overwrite Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * update misc Signed-off-by: stevehuang52 <heh@nvidia.com> * fix eval and clean up Signed-off-by: stevehuang52 <heh@nvidia.com> * support add_sep for perception model Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix https://github.com/Lightning-AI/pytorch-lightning/issues/18803 Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * add_bos Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Transformer decoder with conditioning for canary (#8091) * initial commit for multi-task conf-enc transf-dec for canary Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * removing decoder states caching during training Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Option to limit the number of open streams (#8095) * audio signal support in multi Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * update asr evaluator Signed-off-by: stevehuang52 <heh@nvidia.com> * fix from https://github.com/NVIDIA/NeMo/commit/fcc0f9f6ff7947c3c7fba3ed17d8ec8af6391397 and https://github.com/NVIDIA/NeMo/commit/f97c9016e6438ca4174b66bf9c3e248b28197aaa Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * transcribe fn for Canary models (#8110) * improve readability Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * adding context in transcribe function for ConfTransfModels Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * supporting relative paths in transcribe function for canary Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * removing cuts.sort_by_duration in __getitem__ to maintain manifest order during inference Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * update for evaluation Signed-off-by: stevehuang52 <heh@nvidia.com> * update for eval Signed-off-by: stevehuang52 <heh@nvidia.com> * update for evaluation Signed-off-by: stevehuang52 <heh@nvidia.com> * fix bleu Signed-off-by: stevehuang52 <heh@nvidia.com> * fix typo Signed-off-by: stevehuang52 <heh@nvidia.com> * Add missing audio_filepath validation for Canary (#8119) * Add missing audio_filepath validation for Canary * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * add default concat_sampling_probabilities Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support lhotse dataset in speechllm Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * bypass get_iterator_k_split Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * tmp fix Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * try to use fixed batch with megatron Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * add batch logging Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support unfrozen llm Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Create README.md Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> * Update README.md Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> * Update README.md Signed-off-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> * update Signed-off-by: stevehuang52 <heh@nvidia.com> * rename Signed-off-by: stevehuang52 <heh@nvidia.com> * add llama prompt template Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * update and refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * support sample alpha Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support lhotse validation set and canary pretrained ckpt with pseudo label Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * make sure backward compatibility Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * remove pad Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * make sure asr_model is frozen Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support greedy decoding Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * valid on lhotse Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix multi dataloader in val case for lhotse SALM; add default data names; keep asr model tokenizer by default to enable adding canary dataset Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * remove the bruteforce _keep_special_tokens implementation Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * decoding_ratio and convert_canary_prompt_to_text support Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * canary_tokens_augment_ratio Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * debug Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * bug fix Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix lhotse based eval of llama canary model Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support some overwrite for eval Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support zero shot prompt in training Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support cross attention based SALM Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support cross attention based SALM Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix for batch train/valid of cross Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support learnable gate and plotting Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support using pseudo label in prompt rather than cross att Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * bug fix for perception cfg and context tokens shift Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * DentityConnectorsAdd Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix ckpt saving Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Support RnnGatedCrossAttention Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * add include_ffw and fix _optimizer_param_groups for all unfrozen run Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support grad acc when using bucket Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support TransformerCrossAttention Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support ProjectTransformerCrossAttention Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support ++model.use_am_tokenizer ++model.override_vocab_size ++model.override.hidden_size Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support question set on val without canary Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support load_audio_encoder and wip in optim_param_groups Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * minor fix for audio pretrain model init Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * simplify canary_tokens_augment Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * use question in the manifest if it exists Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support dataset weighting for non tar Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Update SpeechLLM code (#8475) * add pleasefixme marker for potential failed nightly tests. (#7678) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * Add new text segmentation library for better TTS quality (#7645) * Add new text segmentation library for better TTS quality * Update zh_cn_pinyin.py added detailed instruction on how to install pkuseg. Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * Update requirements_tts.txt remove pkuseg as the default dependency of NeMo TTS, and instead, direct users to manually install pkuseg if they really need. 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pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-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: Eric Harper <complex451@gmail.com> * Fix bug in ConditionalInput: cat along the feature dim, not the batch dim (#7785) Signed-off-by: anferico <f.cariaggi4@gmail.com> * Add some docs and update scripts for ASR (#7790) * Add some docs and update scripts 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> Signed-off-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * set context for text memmap to fork (#7784) * set context for text memmap to fork Signed-off-by: arendu <adithyare@nvidia.com> * typo Signed-off-by: arendu 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(#7369) Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> * add O2 option in gpt eval (#7358) * add O2 option in eval 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 doc for O2 config Signed-off-by: jasonwan <jasonwan@nvidia.com> * add to llama inference config Signed-off-by: jasonwan <jasonwan@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: Eric Harper <complex451@gmail.com> * 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. 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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> * 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> * 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> * [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> * [TTS] Added a callback for logging initial data (#7384) 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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> * 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, need to figure out how to initialize distributed 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 * launch distrib if needed when restoring dist ckpt Signed-off-by: eharper <eharper@nvidia.com> * when using mcore we can change tp pp on the fly Signed-off-by: eharper <eharper@nvidia.com> * add load_from_checkpoint support for 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 * update llama convert script to save dist .nemo Signed-off-by: eharper <eharper@nvidia.com> * fix load dist ckpt 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 * setup TE TP groups if needed 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 * 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> * fix forward for with mcore=false (#7403) Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com> Co-authored-by: Jimmy Zhang <jiemingz@nvidia.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 progres…
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…rategy (NVIDIA#9387) * Integrating mcore's DistributedDataParallel into MegatronStrategy Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Apply isort and black reformatting Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Apply ddp-hooks from pytorch only when needed Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * bugfix if using mcore distOpt with sft (#9356) * bugfix if using mcore distOpt Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * fix typo infer_seq_lenght -> infer_seq_length (#9370) Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Co-authored-by: Marc Romeyn <mromeijn@nvidia.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Rachitg/ag (#9083) * Rachitg/ag (#9081) * disable overlap for qkv Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * bug fix * bugfix --------- Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Signed-off-by: Rachit Garg <rachitgarg91@gmail.com> Co-authored-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: michal2409 <michal2409@users.noreply.github.com> --------- Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Signed-off-by: Rachit Garg <rachitgarg91@gmail.com> Signed-off-by: michal2409 <michal2409@users.noreply.github.com> Co-authored-by: Rachit Garg <rachitgarg91@gmail.com> Co-authored-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Michal Futrega <mfutrega@nvidia.com> Co-authored-by: michal2409 <michal2409@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Adding the original change made for label_models (#9377) (#9378) Signed-off-by: Taejin Park <tango4j@gmail.com> Co-authored-by: Taejin Park <tango4j@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Dgalvez/fix greedy batch strategy name r2.0.0rc0 (#9243) (#9253) * Lazily warn about using greedy strategy instead of greedy_batch strategy. Previously, the warning would often run spuriously, since several existing code paths simply call "change_decoding_strategy()" after having first initialized a Module, rather than changing the config before initializing the Module. This can be confusing. The only problem I can see with this is that using logging inside a forward() method might interfere with some compiler toolkits like Torchscript or thunder.compile. Presumably it would be easy to add a conditional statement to avoid this statement in a compiler context if necessary. Signed-off-by: Daniel Galvez <dgalvez@nvidia.com> Co-authored-by: Daniel Galvez <galv@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Update README.rst (#9393) Revised content per https://gitlab-master.nvidia.com/nemo-framework-tme/documentation/-/issues/25. Also removed reference to NIMs in LLMs and MMs Deployment and Optimization. It should be NVIDIA NeMo Microservices and not NIM. Removed nemo:24.03.framework and nemo:24.01.speech in Docker Containers section and replaced with 24.05 . Please verify all changes. Signed-off-by: jgerh <163925524+jgerh@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * a2a fix removed tp world size and group from init (#8944) (#8952) Signed-off-by: Anmol Gupta <14880251+anmolgupt@users.noreply.github.com> Co-authored-by: anmolgupt <14880251+anmolgupt@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Add config option for FP32 embedding grads (#8953) * Add config option for FP32 embedding grads (#8946) Signed-off-by: Tim Moon <tmoon@nvidia.com> * Apply isort and black reformatting Signed-off-by: ericharper <ericharper@users.noreply.github.com> --------- Signed-off-by: Tim Moon <tmoon@nvidia.com> Signed-off-by: ericharper <ericharper@users.noreply.github.com> Co-authored-by: Tim Moon <4406448+timmoon10@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: ericharper <ericharper@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Changes to enable CUDA graph for LLM (#8955) * Changes to enable CUDA graph for LLM (#8751) * Use next instead of get_batch Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * CUDA graph changes Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Change to enable CG with weight caching Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Revert "Use next instead of get_batch" This reverts commit 0021bb444cdd1b27674fc0cfea909c1a42475336. Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py Signed-off-by: Jan Baczek <jbaczek@nvidia.com> Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Revert "Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py" This reverts commit b4f736ed2b39f6c48d2868ac3febb82c763ab3fb. Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Remove skip_weight_update argument Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Bug fix + cleanup Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Cleanup Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Use new TE API for FP8 Param transpose Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Change config param cuda_graph to enable_cuda_graph Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Enable TE RNGStatesTracker through config Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Change te_rng_tracker to use_te_rng_tracker Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * FP8 weight transpose handled inside TE Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Cleanup Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Revert "Revert "Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py"" This reverts commit e31862481216f9adf7fa584a0c0262916c935639. Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> --------- Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> Signed-off-by: Jan Baczek <jbaczek@nvidia.com> Co-authored-by: Jaemin Choi <jaeminc@nvidia.com> Co-authored-by: Jan Baczek <jbaczek@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ericharper <ericharper@users.noreply.github.com> --------- Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> Signed-off-by: Jan Baczek <jbaczek@nvidia.com> Signed-off-by: ericharper <ericharper@users.noreply.github.com> Co-authored-by: vasunvidia <108759426+vasunvidia@users.noreply.github.com> Co-authored-by: Jaemin Choi <jaeminc@nvidia.com> Co-authored-by: Jan Baczek <jbaczek@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> Co-authored-by: ericharper <ericharper@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Enhance Distributed Adam (#9051) * Enhance Distributed Adam (#9037) * Fix deprecated env. 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(#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 <complex451@gmail.com> * revert to model parallel config Signed-off-by: ericharper <complex451@gmail.com> * add hidden_size to model_parallel_config 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 * remove imports Signed-off-by: ericharper <complex451@gmail.com> * revert Signed-off-by: ericharper <complex451@gmail.com> * remove import Signed-off-by: ericharper <complex451@gmail.com> * small clean up Signed-off-by: ericharper <complex451@gmail.com> * update hidden size in peft base model, add mcore commit to jenkins 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 module args Signed-off-by: ericharper <complex451@gmail.com> * add config obj to flash attention tests 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 * remove 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 * remove sequence parallel arg Signed-off-by: ericharper <complex451@gmail.com> * update args Signed-off-by: ericharper <complex451@gmail.com> * add config to self Signed-off-by: ericharper <complex451@gmail.com> * update args Signed-off-by: ericharper <complex451@gmail.com> * update args Signed-off-by: ericharper <complex451@gmail.com> * update args Signed-off-by: ericharper <complex451@gmail.com> * add config to test Signed-off-by: ericharper <complex451@gmail.com> * get hidden_size from config Signed-off-by: ericharper <complex451@gmail.com> * add try except Signed-off-by: ericharper <complex451@gmail.com> * use default Signed-off-by: ericharper <complex451@gmail.com> * update config with hidden size Signed-off-by: ericharper <complex451@gmail.com> * remove arg 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 * comment out jenkins test Signed-off-by: ericharper <complex451@gmail.com> * revert import Signed-off-by: ericharper <complex451@gmail.com> * build transformer config Signed-off-by: ericharper <complex451@gmail.com> * add model to provider func Signed-off-by: ericharper <complex451@gmail.com> * update forward and float16 wrapper Signed-off-by: ericharper <complex451@gmail.com> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <complex451@gmail.com> * set virtual rank 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 * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <jasonwan@nvidia.com> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <jasonwan@nvidia.com> --------- Signed-off-by: jasonwan <jasonwan@nvidia.com> * revert Signed-off-by: ericharper <complex451@gmail.com> * mcore llama2 ckpt conversion & small fix Signed-off-by: jasonwan <jasonwan@nvidia.com> * Add inference & sft config by Hongbin Co-authored-by: Hongbin Liu <hongbinl@nvidia.com> Signed-off-by: jasonwan <jasonwan@nvidia.com> * fix config Signed-off-by: jasonwan <jasonwan@nvidia.com> * add inference param. update TP/PP script to support mcore gpt Signed-off-by: jasonwan <jasonwan@nvidia.com> * p-tuning Signed-off-by: jasonwan <jasonwan@nvidia.com> * modify ckpt conversion script (adding model cast) Signed-off-by: jasonwan <jasonwan@nvidia.com> * ckpt conversion use relative path for config Signed-off-by: jasonwan <jasonwan@nvidia.com> * 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> * 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> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 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 <complex451@gmail.com> * revert to model parallel config Signed-off-by: ericharper <complex451@gmail.com> * add hidden_size to model_parallel_config Signed-off-by: ericharper <complex451@gmail.com> * remove imports 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 * remove import Signed-off-by: ericharper <complex451@gmail.com> * small clean up Signed-off-by: ericharper <complex451@gmail.com> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <complex451@gmail.com> * update module 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 * add config obj to flash attention tests Signed-off-by: ericharper <complex451@gmail.com> * remove 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 * remove sequence parallel arg 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> * add config to self Signed-off-by: ericharper <complex451@gmail.com> * update args Signed-off-by: ericharper <complex451@gmail.com> * update args Signed-off-by: ericharper <complex451@gmail.com> * update args Signed-off-by: ericharper <complex451@gmail.com> * add config to test Signed-off-by: ericharper <complex451@gmail.com> * get hidden_size from config Signed-off-by: ericharper <complex451@gmail.com> * add try except Signed-off-by: ericharper <complex451@gmail.com> * use default Signed-off-by: ericharper <complex451@gmail.com> * update config with hidden size Signed-off-by: ericharper <complex451@gmail.com> * remove arg Signed-off-by: ericharper <complex451@gmail.com> * comment out jenkins test Signed-off-by: ericharper <complex451@gmail.com> * revert import Signed-off-by: ericharper <complex451@gmail.com> * remove optimizer_idx Signed-off-by: eharper <eharper@nvidia.com> * prefetch num microbatches 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 * 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> * update args Signed-off-by: ericharper <complex451@gmail.com> * fix for p-tuning sequence parallel Signed-off-by: jasonwan <jasonwan@nvidia.com> * support SFT/distOpt mcore (#7207) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <jasonwan@nvidia.com> * change layer names for SFT Signed-off-by: Hongbin Liu <hongbinl@nvidia.com> * fix bug in SFT Signed-off-by: Hongbin Liu <hongbinl@nvidia.com> --------- Signed-off-by: jasonwan <jasonwan@nvidia.com> Signed-off-by: Hongbin Liu <hongbinl@nvidia.com> Co-authored-by: Hongbin Liu <hongbinl@nvidia.com> Co-authored-by: jasonwan <jasonwan@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start updating to TransformerConfig Signed-off-by: ericharper <complex451@gmail.com> * revert to model parallel config Signed-off-by: ericharper <complex451@gmail.com> * add hidden_size to model_parallel_config Signed-off-by: ericharper <complex451@gmail.com> * remove imports 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 module args Signed-off-by: ericharper <complex451@gmail.com> * add config to self Signed-off-by: ericharper <complex451@gmail.com> * build transformer config Signed-off-by: ericharper <complex451@gmail.com> * add model to provider func Signed-off-by: ericharper <complex451@gmail.com> * update forward and float16 wrapper Signed-off-by: ericharper <complex451@gmail.com> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <complex451@gmail.com> * set virtual rank 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 * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <jasonwan@nvidia.com> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <jasonwan@nvidia.com> --------- Signed-off-by: jasonwan <jasonwan@nvidia.com> * revert Signed-off-by: ericharper <complex451@gmail.com> * remove import 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 * rollback model cast for p-tuning Signed-off-by: jasonwan <jasonwan@nvidia.com> * update for dist adam 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 * use get_gpt_module_list 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 ckpt conversion script Signed-off-by: jasonwan <jasonwan@nvidia.com> * ptl2.0 patch for llama config Signed-off-by: jasonwan <jasonwan@nvidia.com> * add plugins to trainer in scripts Signed-off-by: jasonwan <jasonwan@nvidia.com> * fix activation checkpointing mcore Signed-off-by: jasonwan <jasonwan@nvidia.com> * fix variable names Signed-off-by: jasonwan <jasonwan@nvidia.com> * overwrite normalization type for mcore/te Signed-off-by: jasonwan <jasonwan@nvidia.com> * Update megatron_llama_sft.yaml Signed-off-by: Jason Wang <jasonwan@nvidia.com> * add PEFT adapter support for mcore gpt path (#7276) * implementation for mcore adapter/mxins Signed-off-by: jasonwan <jasonwan@nvidia.com> * small fix for lora and ptuning Signed-off-by: jasonwan <jasonwan@nvidia.com> * support layerwise peft Signed-off-by: jasonwan <jasonwan@nvidia.com> * support multiple target layers Signed-off-by: jasonwan <jasonwan@nvidia.com> * support lora GQA Signed-off-by: jasonwan <jasonwan@nvidia.com> * support amp O2 Signed-off-by: jasonwan <jasonwan@nvidia.com> * revert & more O2 fix 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 * lora inject to attention Signed-off-by: jasonwan <jasonwan@nvidia.com> * support …
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What does this PR do ?
Transformer decoder with conditioning for canary
Collection: ASR
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