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Extend multimodal/speech_llm with lhotse, t5 and bestow supports (#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> * 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<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. 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* [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 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<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 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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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<66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com> Co-authored-by: Cheng-Ping Hsieh <37269846+hsiehjackson@users.noreply.github.com> Co-authored-by: Cheng-Ping Hsieh <chsieh@nvidia.com> * lora merge fix for O2 names (#7325) * wip Signed-off-by: arendu <adithyare@nvidia.com> * adjust key names based on O2 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> * minor Signed-off-by: arendu <adithyare@nvidia.com> --------- Signed-off-by: arendu <adithyare@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * multiple fields can form a context (#7147) * list of context fields and flexible prompt template Signed-off-by: arendu <adithya.r@gmail.com> * list of fields for context Signed-off-by: arendu <adithya.r@gmail.com> * 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