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merging main to asr_normalize (#6676)
* Add FastConformer Hybrid ASR models for EN, ES, IT, DE, PL, HR, UA, BY (#6549) (#6553) * Added fastconfomer hybrid asr models for en, es, it, de, pl, hr, ua, by * updated ASR docs with the fastconformer hybrid checkpoints * added the fastconformer RNNT and CTC models --------- Signed-off-by: KunalDhawan <kunaldhawan97@gmail.com> Co-authored-by: Kunal Dhawan <kunaldhawan97@gmail.com> * Add scores for FastConformer models (#6557) (#6558) Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> * Fix fp16 (#6543) (#6544) Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> * Patch transcribe and support offline transcribe for hybrid model (#6550) (#6559) Signed-off-by: fayejf <fayejf07@gmail.com> Co-authored-by: fayejf <36722593+fayejf@users.noreply.github.com> * Fix notebook bad json (#6561) Signed-off-by: smajumdar <titu1994@gmail.com> * Change Megatron Enc Dec model to use persistent_workers (#6548) (#6552) * persistent workers * fix --------- Signed-off-by: Abhinav Khattar <aklife97@gmail.com> Co-authored-by: Abhinav Khattar <aklife97@gmail.com> Co-authored-by: Eric Harper <complex451@gmail.com> * Make KenLM with PC for AggregateTokenizer and merge it (#6081) * do_lowercase, rm_punctuation Signed-off-by: Nikolay Karpov <nkarpov@nvidia.com> * support beam_strategy = beam Signed-off-by: Nikolay Karpov <nkarpov@nvidia.com> * black Signed-off-by: Nikolay Karpov <nkarpov@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix config and^Cunctuation capitalization Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * rm math Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * update kenlm Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * black Signed-off-by: Nikolay Karpov 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<karpnv@gmail.com> * description Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * isinstance Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * refactor kenlm stdin Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * black Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * add cmd arg Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * use new iter_files Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * EncDecHybridRNNTCTCModel Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * punctuation Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * train_kenlm args Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * add docstrings Signed-off-by: Nikolay Karpov <karpnv@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add 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<66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> * update core commit hash in readme (#6622) (#6623) Signed-off-by: Abhinav Khattar <aklife97@gmail.com> Co-authored-by: Abhinav Khattar <aklife97@gmail.com> * add hat image to docs (#6619) (#6621) Signed-off-by: andrusenkoau <andrusenkoau@gmail.com> Co-authored-by: Andrei Andrusenko <52885736+andrusenkoau@users.noreply.github.com> * Allow indices exchange via distributed (#6618) (#6624) Signed-off-by: Mikołaj Błaż <mblaz@nvidia.com> Co-authored-by: mikolajblaz <mikolajblaz@users.noreply.github.com> * Offline and streaming inference support for hybrid model (#6570) * streaming buffered for hybrid + ctc Signed-off-by: fayejf <fayejf07@gmail.com> * change default model_stride in eval.yaml Signed-off-by: fayejf <fayejf07@gmail.com> * add fc model_stride Signed-off-by: fayejf <fayejf07@gmail.com> * small fix Signed-off-by: fayejf <fayejf07@gmail.com> * check whether model and decoding 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with interleaved pipeline parallelism Each model chunk accesses the data iterator multiple times, so we need to cache multiple samples. * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update Megatron-LM commit * Distinguish between list of data iterators and data iterator that is a list * Create dummy iters to satisy len checks * Kludge while waiting for Megatron-LM update * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set transformers offline to avoid rate limiting --------- Signed-off-by: Tim Moon <tmoon@nvidia.com> Signed-off-by: Eric Harper <complex451@gmail.com> Signed-off-by: Abhinav Khattar <aklife97@gmail.com> Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: Tim Moon <4406448+timmoon10@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> 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