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Parallel chunking feature for RNNT and TDT models#15186

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nune-tadevosyan wants to merge 62 commits intoNVIDIA-NeMo:mainfrom
nune-tadevosyan:parakeet_chunking
Open

Parallel chunking feature for RNNT and TDT models#15186
nune-tadevosyan wants to merge 62 commits intoNVIDIA-NeMo:mainfrom
nune-tadevosyan:parakeet_chunking

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@nune-tadevosyan nune-tadevosyan commented Dec 14, 2025

What does this PR do ?

Adds support for parallel chunking for all types of ASR models

Collection: [Note which collection this PR will affect]

Changelog

  • Added token_ids in the timestamps given by RNNT and TDT models.
  • Provide token_sequence in CTC models to have matching tokens between timestamps and text tokens
  • Provided chunking functionality for LhotseSpeechToTextBpeDataset
  • Change in TranscriptionMixin to have general support for chunking.
  • Tensor / numpy array support for chunking.

Usage

  • You can potentially add a usage example below
import nemo.collections.asr as nemo_asr
asr_model = nemo_asr.models.ASRModel.from_pretrained("nvidia/parakeet-tdt-0.6b-v2")
transcript = asr_model.transcribe(["path/to/audio_file.wav"], enable_chunking=True)[0].text

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  • New Feature
  • Bugfix
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Additional Information

  • Related to # (issue)

nune-tadevosyan and others added 30 commits March 13, 2026 17:57
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: Nune <ntadevosyan@nvidia.com>
Signed-off-by: nune-tadevosyan <nune-tadevosyan@users.noreply.github.com>
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5 participants