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Developer Documents for mcore RETRO (NVIDIA#9026)
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* update branch

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* Add dist ckpt support for regular optimizers (NVIDIA#7749)

* Add dist ckpt support for regular optimizers

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* [tutorial] fixed missing RIR scripts file. (NVIDIA#8257)

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* Pin lhotse=1.19.2 in r1.23.0 (NVIDIA#8303)

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* Cache Aware Streaming tutorial notebook (NVIDIA#8296)

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* update links in docs

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* update links to tutorials in docs

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* remove hard-coding

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* fix path location and branch (NVIDIA#8304)

* fix path location and branch

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* change to a floating point number

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* Fix memory leak caused by context parallelism hanging references by omegaconf (NVIDIA#8299)

* save cp_size to self

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* remove assertion (NVIDIA#8302)

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* Update PEFT Doc (NVIDIA#8262)

* update peft doc

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* remove old prompt learning doc and notebook

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* fix table

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* fix table

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* fix table

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* revert accidental changes

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* Attention encoder-decoder models for multiple speech-to-text tasks  (NVIDIA#8242) (NVIDIA#8324)

* Rebasing canary changes at current main

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* Move the changes from asr transformer to nlp transformer as originally intended

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* update eval to strip spaces before punctuations

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* update pc strip

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* [canary] Refactor: `PromptedAudioToTextLhotseDataset` and `EncDecMultiTaskModel` (NVIDIA#8247)

* Create a separate CanaryDataset and use it inside `transformer_bpe_models.py`. Ditches `token_sequence_format`.

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* [canary] Refactor: move changes in transformer_bpe_models.py to Canar… (NVIDIA#8252)

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* Rename `CanaryDataset` to `PromptedAudioToTextLhotseDataset`; add `prompt_format_fn` argument; clean-up the `_canary_prompt_format` function a bit

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* Move tokenization into `prompt_format_fn`, fix usage, add docs

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* Backward-compatible utterance validation

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* fix transcribe config

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* Refactor Canary to follow schema of remaining ASR models (NVIDIA#8260)

* Initial draft of multi task beam decoding strategy

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* Stabilize inference

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* Cleanup

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* Cleanup

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* remove asr transformer dependency on nlp

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* copy token_classifier from nlp to asr

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* Add typing to beam decoding

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* fix transcribe, update asr evaluator

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* Incorporate changes from Nithin's code review

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* training bug fix and adding launch script for speech_multitask (NVIDIA#8270)

* bug fix and adding launch script for speech_multitask

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* Fix: drop_last must be true in validation/test otherwise the training will hang

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* update docs

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* Remove DALI; rename compute_audio_loss to compute_loss

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* set default use_model_transcribe=False

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* change os.path.dirname to pathlib

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* [canary] Test for CanaryTokenizer + refactoring (NVIDIA#8285)

* Test for CanaryTokenizer

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* Attempt at refactor...

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* add code for calling mcore_retro in NeMo

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* update my code to support changes from lastest main

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* addressing Eric's reviews

* adding existing implementation RETRO files

* adding existing implementation RETRO files

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