Accelerate `transcribe_speech.py` for short-form data: pre-sorting support #8564

pzelasko · 2024-03-01T20:06:36Z

What does this PR do ?

Adds manifest pre-sorting option (new default) ~~and options to enable and control dynamic bucketing for inference~~.
Depending on data distribution, pre-sorting can significantly increase inference speed (we observed as much as 2.5x throughput). ~~Bucketing is approximate so expect smaller gains (we observed 1.7-2x increase in throughput depending on the model and decoding algorithm selection).~~

EDIT: I removed bucketing support after realizing it'd require another refactoring of transcribe internals to be able to restore the original order.

Also fixes a bug in processing manifests for multi task AED models (we can now override text/lang fields from transcribe_speech CLI)

Collection: ASR

Changelog

Accelerate transcribe_speech.py for short-form data: pre-sorting support

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# Add a code snippet demonstrating how to use this

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Signed-off-by: Piotr Żelasko <petezor@gmail.com>

pzelasko · 2024-03-01T21:46:10Z

jenkins

titu1994

Minor comments, otherwise looks good

examples/asr/transcribe_speech.py

titu1994 · 2024-03-01T21:57:04Z

nemo/collections/asr/models/aed_multitask_models.py

@@ -389,6 +389,7 @@ def transcribe(
        augmentor: DictConfig = None,
        verbose: bool = True,
        override_config: Optional[MultiTaskTranscriptionConfig] = None,
+        **config_kwargs,


No **kwargs in public apis please. Only the base class has it to enable sending subclass args inside the function via super

these were leftovers from addition of bucketing args, there were 6 of them so it was cumbersome to add each explicitly; will remove

titu1994 · 2024-03-01T21:58:22Z

nemo/collections/asr/models/aed_multitask_models.py

@@ -852,16 +856,15 @@ def _setup_transcribe_dataloader(self, config: Dict) -> 'torch.utils.data.DataLo
        dl_config = {
            'manifest_filepath': os.path.join(config['temp_dir'], 'manifest.json'),
            'sample_rate': self.preprocessor._sample_rate,
-            'batch_size': batch_size,


Intentional change?

no, good catch

titu1994 · 2024-03-01T21:58:37Z

nemo/collections/asr/models/ctc_models.py

@@ -125,6 +125,7 @@ def transcribe(
        augmentor: DictConfig = None,
        verbose: bool = True,
        override_config: Optional[TranscribeConfig] = None,
+        **config_kwargs,


Revert please

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

…into transcribe-bucketing

pzelasko · 2024-03-01T22:19:57Z

jenkins

examples/asr/transcribe_speech.py

titu1994 · 2024-03-01T22:48:02Z

nemo/collections/asr/models/aed_multitask_models.py

@@ -387,6 +387,8 @@ def transcribe(
        num_workers: int = 0,
        channel_selector: Optional[ChannelSelectorType] = None,
        augmentor: DictConfig = None,
+        text_field: str = "text",


This isnt very good - adding such fields opens the way for dozens of other fields like src_text field and dest_text_field and pnc etc for all models even those that don't use it.

Better way of doing it is to hide them inside of the data classes of these models. If the user needs to override the default, they can instantiate an object of the dataclass and use override_config

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

pzelasko · 2024-03-04T19:38:38Z

jenkins

nemo/collections/asr/parts/utils/transcribe_utils.py

nithinraok

minor comment, LGTM

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

titu1994

Looks much much better now, thanks for the awesome work !

examples/asr/transcribe_speech.py

titu1994 · 2024-03-04T20:47:04Z

nemo/collections/asr/parts/utils/transcribe_utils.py

-                audio_key = cfg.get('audio_key', 'audio_filepath')
-                audio_file = get_full_path(audio_file=item[audio_key], manifest_file=cfg.dataset_manifest)
-                filepaths.append(audio_file)
+        has_two_fields = []


Comment that you mean offset and duration

nemo/collections/asr/parts/utils/transcribe_utils.py

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

pzelasko · 2024-03-04T21:17:25Z

jenkins

pzelasko · 2024-03-05T14:39:41Z

jenkins

pzelasko · 2024-03-06T19:13:10Z

jenkins

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

pzelasko · 2024-03-06T21:52:22Z

jenkins

titu1994

Looks great !

…pport (#8564) * POC using bucketing in transcribe_speech.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * extend to multi task aed Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fixes for aed multi task text/lang field selectors Signed-off-by: Piotr Żelasko <petezor@gmail.com> * remove assert Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * expose option for bucket buffer size Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fixes, ctc support Signed-off-by: Piotr Żelasko <petezor@gmail.com> * support pre-sorting manifests in transcribe_speech.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * cleanup Signed-off-by: Piotr Żelasko <petezor@gmail.com> * reorder transcriptions back to original manifest order Signed-off-by: Piotr Żelasko <petezor@gmail.com> * remove bucketing entirely Signed-off-by: Piotr Żelasko <petezor@gmail.com> * code review changes Signed-off-by: Piotr Żelasko <petezor@gmail.com> * code review changes--amend Signed-off-by: Piotr Żelasko <petezor@gmail.com> * refactor text_field/lang_field passing Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix reordering bug; disable presorting for multi task for now Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add support for presort + multi task model Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Code reviews Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix jenkins tests, add user-friendly error msg for canary Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com>

…pport (NVIDIA#8564) * POC using bucketing in transcribe_speech.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * extend to multi task aed Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fixes for aed multi task text/lang field selectors Signed-off-by: Piotr Żelasko <petezor@gmail.com> * remove assert Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * expose option for bucket buffer size Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fixes, ctc support Signed-off-by: Piotr Żelasko <petezor@gmail.com> * support pre-sorting manifests in transcribe_speech.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * cleanup Signed-off-by: Piotr Żelasko <petezor@gmail.com> * reorder transcriptions back to original manifest order Signed-off-by: Piotr Żelasko <petezor@gmail.com> * remove bucketing entirely Signed-off-by: Piotr Żelasko <petezor@gmail.com> * code review changes Signed-off-by: Piotr Żelasko <petezor@gmail.com> * code review changes--amend Signed-off-by: Piotr Żelasko <petezor@gmail.com> * refactor text_field/lang_field passing Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix reordering bug; disable presorting for multi task for now Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add support for presort + multi task model Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Code reviews Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix jenkins tests, add user-friendly error msg for canary Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> Signed-off-by: Zeeshan Patel <zeeshanp@berkeley.edu>

…pport (NVIDIA#8564) * POC using bucketing in transcribe_speech.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * extend to multi task aed Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fixes for aed multi task text/lang field selectors Signed-off-by: Piotr Żelasko <petezor@gmail.com> * remove assert Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * expose option for bucket buffer size Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fixes, ctc support Signed-off-by: Piotr Żelasko <petezor@gmail.com> * support pre-sorting manifests in transcribe_speech.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * cleanup Signed-off-by: Piotr Żelasko <petezor@gmail.com> * reorder transcriptions back to original manifest order Signed-off-by: Piotr Żelasko <petezor@gmail.com> * remove bucketing entirely Signed-off-by: Piotr Żelasko <petezor@gmail.com> * code review changes Signed-off-by: Piotr Żelasko <petezor@gmail.com> * code review changes--amend Signed-off-by: Piotr Żelasko <petezor@gmail.com> * refactor text_field/lang_field passing Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix reordering bug; disable presorting for multi task for now Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add support for presort + multi task model Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Code reviews Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix jenkins tests, add user-friendly error msg for canary Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> Signed-off-by: duongvdo <duong.do@hs-osnabrueck.de>

stevehuang52 · 2024-03-12T19:06:55Z

examples/asr/transcribe_speech.py

            assert cfg.dataset_manifest is not None
+            if cfg.presort_manifest:
+                with NamedTemporaryFile("w", suffix=".json", delete=False) as f:


@pzelasko @titu1994 this breaks transcribing with manifests that use relative filepaths, due to the fact that the relative paths are no longer valid in the temp file. need to first convert to full path before storing the audio filepaths into the temp manifest......

…pport (NVIDIA#8564) * POC using bucketing in transcribe_speech.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * extend to multi task aed Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fixes for aed multi task text/lang field selectors Signed-off-by: Piotr Żelasko <petezor@gmail.com> * remove assert Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * expose option for bucket buffer size Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fixes, ctc support Signed-off-by: Piotr Żelasko <petezor@gmail.com> * support pre-sorting manifests in transcribe_speech.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * cleanup Signed-off-by: Piotr Żelasko <petezor@gmail.com> * reorder transcriptions back to original manifest order Signed-off-by: Piotr Żelasko <petezor@gmail.com> * remove bucketing entirely Signed-off-by: Piotr Żelasko <petezor@gmail.com> * code review changes Signed-off-by: Piotr Żelasko <petezor@gmail.com> * code review changes--amend Signed-off-by: Piotr Żelasko <petezor@gmail.com> * refactor text_field/lang_field passing Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix reordering bug; disable presorting for multi task for now Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add support for presort + multi task model Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Code reviews Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix jenkins tests, add user-friendly error msg for canary Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> Signed-off-by: Agoniii <815244047@qq.com>

…pport (#8564) * POC using bucketing in transcribe_speech.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * extend to multi task aed Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fixes for aed multi task text/lang field selectors Signed-off-by: Piotr Żelasko <petezor@gmail.com> * remove assert Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * expose option for bucket buffer size Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fixes, ctc support Signed-off-by: Piotr Żelasko <petezor@gmail.com> * support pre-sorting manifests in transcribe_speech.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * cleanup Signed-off-by: Piotr Żelasko <petezor@gmail.com> * reorder transcriptions back to original manifest order Signed-off-by: Piotr Żelasko <petezor@gmail.com> * remove bucketing entirely Signed-off-by: Piotr Żelasko <petezor@gmail.com> * code review changes Signed-off-by: Piotr Żelasko <petezor@gmail.com> * code review changes--amend Signed-off-by: Piotr Żelasko <petezor@gmail.com> * refactor text_field/lang_field passing Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix reordering bug; disable presorting for multi task for now Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add support for presort + multi task model Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Code reviews Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix jenkins tests, add user-friendly error msg for canary Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> Signed-off-by: ataghibakhsh <ataghibakhsh@nvidia.com>

…pport (#8564) * POC using bucketing in transcribe_speech.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * extend to multi task aed Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fixes for aed multi task text/lang field selectors Signed-off-by: Piotr Żelasko <petezor@gmail.com> * remove assert Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * expose option for bucket buffer size Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fixes, ctc support Signed-off-by: Piotr Żelasko <petezor@gmail.com> * support pre-sorting manifests in transcribe_speech.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * cleanup Signed-off-by: Piotr Żelasko <petezor@gmail.com> * reorder transcriptions back to original manifest order Signed-off-by: Piotr Żelasko <petezor@gmail.com> * remove bucketing entirely Signed-off-by: Piotr Żelasko <petezor@gmail.com> * code review changes Signed-off-by: Piotr Żelasko <petezor@gmail.com> * code review changes--amend Signed-off-by: Piotr Żelasko <petezor@gmail.com> * refactor text_field/lang_field passing Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix reordering bug; disable presorting for multi task for now Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add support for presort + multi task model Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Code reviews Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix jenkins tests, add user-friendly error msg for canary Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> Signed-off-by: Pablo Garay <pagaray@nvidia.com>

…t-only) dataloading (#8581) * wip Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Partially working config groups Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Working test with abasic group in the input config Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Working test with nested groups in input config Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Working test with specifying a YAML path for input_cfg Signed-off-by: Piotr Żelasko <petezor@gmail.com> * a very rough example of text dataloading via lhotse Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Cleaner integration of multimodal audio/text loading that allows to control the effective audio vs text size (requires latest lhotse) Signed-off-by: Piotr Żelasko <petezor@gmail.com> * remove obsolete test Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix an import in export_utils.py (#8571) Signed-off-by: w4-jinhyeonkim <131935801+w4-jinhyeonkim@users.noreply.github.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Yttm deprecation (#8322) * yttm deprecation init commit Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * removed tests Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * bug fix Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * path fix Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * fixing path Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * updated tests to spm Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * updated Jenkinsfile Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * new model with spm in tests Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * yttm removed Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * updated aayn config Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> --------- Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fixed missing copy import in rnnt_decoder.py (#8580) * Added copy import to rnnt_decoding.py Signed-off-by: Isaac McFadyen <isaac@imcf.me> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Isaac McFadyen <isaac@imcf.me> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix bug in RNNT Joint WER calculation for fused batch (#8587) Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fixed Context Parallel HtoD sync (#8557) * Fixed cp HtoD sync Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos02.eos.clusters.nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos02.eos.clusters.nvidia.com> Co-authored-by: Selvaraj Anandaraj <selvaraja@login-eos02.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * change default and add key to config files (#8594) Signed-off-by: Chen Cui <chcui@nvidia.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix triton import guards (#8552) * Fix triton import guards Signed-off-by: Michal Futrega <mfutrega@nvidia.com> * Update attention.py Signed-off-by: Michal Futrega <mfutrega@nvidia.com> --------- Signed-off-by: Michal Futrega <mfutrega@nvidia.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add config key for dropout position in LoRA adapter (#8583) Signed-off-by: Michal Futrega <mfutrega@nvidia.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix ia3 mlp infused adapter (#8597) Signed-off-by: Chen Cui <chcui@nvidia.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Prevent Redundant Gather for LoRA Sequence Parallel (#8602) * enable layernorm output gathered 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> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Accelerate `transcribe_speech.py` for short-form data: pre-sorting support (#8564) * POC using bucketing in transcribe_speech.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * extend to multi task aed Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fixes for aed multi task text/lang field selectors Signed-off-by: Piotr Żelasko <petezor@gmail.com> * remove assert Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * expose option for bucket buffer size Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fixes, ctc support Signed-off-by: Piotr Żelasko <petezor@gmail.com> * support pre-sorting manifests in transcribe_speech.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * cleanup Signed-off-by: Piotr Żelasko <petezor@gmail.com> * reorder transcriptions back to original manifest order Signed-off-by: Piotr Żelasko <petezor@gmail.com> * remove bucketing entirely Signed-off-by: Piotr Żelasko <petezor@gmail.com> * code review changes Signed-off-by: Piotr Żelasko <petezor@gmail.com> * code review changes--amend Signed-off-by: Piotr Żelasko <petezor@gmail.com> * refactor text_field/lang_field passing Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix reordering bug; disable presorting for multi task for now Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add support for presort + multi task model Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Code reviews Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix jenkins tests, add user-friendly error msg for canary Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix tests Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Bump min required lhotse version Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add some documentation about this config format and the multimodal features Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add caution about multiple shards Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Address Tom's code review Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add copyright header Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix (hopefully) issue with forced ascii encoding in CI Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Support resolving input_cfg path into config contents Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Code review changes in docs Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix unicode decode error Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> Signed-off-by: w4-jinhyeonkim <131935801+w4-jinhyeonkim@users.noreply.github.com> Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> Signed-off-by: Isaac McFadyen <isaac@imcf.me> Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos02.eos.clusters.nvidia.com> Signed-off-by: Chen Cui <chcui@nvidia.com> Signed-off-by: Michal Futrega <mfutrega@nvidia.com> Co-authored-by: w4-jinhyeonkim <131935801+w4-jinhyeonkim@users.noreply.github.com> Co-authored-by: Aleksey Grinchuk (Oleksii Hrinchuk) <grinchuk.alexey@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Isaac McFadyen <isaac@imcf.me> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: Selvaraj Anandaraj <anandaraj@wisc.edu> Co-authored-by: Selvaraj Anandaraj <selvaraja@login-eos02.eos.clusters.nvidia.com> Co-authored-by: Chen Cui <chcui@nvidia.com> Co-authored-by: Michal Futrega <mfutrega@nvidia.com> Co-authored-by: Pablo Garay <palenq@gmail.com>

…t-only) dataloading (NVIDIA#8581) * wip Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Partially working config groups Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Working test with abasic group in the input config Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Working test with nested groups in input config Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Working test with specifying a YAML path for input_cfg Signed-off-by: Piotr Żelasko <petezor@gmail.com> * a very rough example of text dataloading via lhotse Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Cleaner integration of multimodal audio/text loading that allows to control the effective audio vs text size (requires latest lhotse) Signed-off-by: Piotr Żelasko <petezor@gmail.com> * remove obsolete test Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix an import in export_utils.py (NVIDIA#8571) Signed-off-by: w4-jinhyeonkim <131935801+w4-jinhyeonkim@users.noreply.github.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Yttm deprecation (NVIDIA#8322) * yttm deprecation init commit Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * removed tests Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * bug fix Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * path fix Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * fixing path Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * updated tests to spm Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * updated Jenkinsfile Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * new model with spm in tests Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * yttm removed Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * updated aayn config Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> --------- Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fixed missing copy import in rnnt_decoder.py (NVIDIA#8580) * Added copy import to rnnt_decoding.py Signed-off-by: Isaac McFadyen <isaac@imcf.me> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Isaac McFadyen <isaac@imcf.me> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix bug in RNNT Joint WER calculation for fused batch (NVIDIA#8587) Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fixed Context Parallel HtoD sync (NVIDIA#8557) * Fixed cp HtoD sync Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos02.eos.clusters.nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos02.eos.clusters.nvidia.com> Co-authored-by: Selvaraj Anandaraj <selvaraja@login-eos02.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * change default and add key to config files (NVIDIA#8594) Signed-off-by: Chen Cui <chcui@nvidia.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix triton import guards (NVIDIA#8552) * Fix triton import guards Signed-off-by: Michal Futrega <mfutrega@nvidia.com> * Update attention.py Signed-off-by: Michal Futrega <mfutrega@nvidia.com> --------- Signed-off-by: Michal Futrega <mfutrega@nvidia.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add config key for dropout position in LoRA adapter (NVIDIA#8583) Signed-off-by: Michal Futrega <mfutrega@nvidia.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix ia3 mlp infused adapter (NVIDIA#8597) Signed-off-by: Chen Cui <chcui@nvidia.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Prevent Redundant Gather for LoRA Sequence Parallel (NVIDIA#8602) * enable layernorm output gathered 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> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Accelerate `transcribe_speech.py` for short-form data: pre-sorting support (NVIDIA#8564) * POC using bucketing in transcribe_speech.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * extend to multi task aed Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fixes for aed multi task text/lang field selectors Signed-off-by: Piotr Żelasko <petezor@gmail.com> * remove assert Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * expose option for bucket buffer size Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fixes, ctc support Signed-off-by: Piotr Żelasko <petezor@gmail.com> * support pre-sorting manifests in transcribe_speech.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * cleanup Signed-off-by: Piotr Żelasko <petezor@gmail.com> * reorder transcriptions back to original manifest order Signed-off-by: Piotr Żelasko <petezor@gmail.com> * remove bucketing entirely Signed-off-by: Piotr Żelasko <petezor@gmail.com> * code review changes Signed-off-by: Piotr Żelasko <petezor@gmail.com> * code review changes--amend Signed-off-by: Piotr Żelasko <petezor@gmail.com> * refactor text_field/lang_field passing Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix reordering bug; disable presorting for multi task for now Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add support for presort + multi task model Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Code reviews Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix jenkins tests, add user-friendly error msg for canary Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix tests Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Bump min required lhotse version Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add some documentation about this config format and the multimodal features Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add caution about multiple shards Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Address Tom's code review Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add copyright header Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix (hopefully) issue with forced ascii encoding in CI Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Support resolving input_cfg path into config contents Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Code review changes in docs Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix unicode decode error Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> Signed-off-by: w4-jinhyeonkim <131935801+w4-jinhyeonkim@users.noreply.github.com> Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> Signed-off-by: Isaac McFadyen <isaac@imcf.me> Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos02.eos.clusters.nvidia.com> Signed-off-by: Chen Cui <chcui@nvidia.com> Signed-off-by: Michal Futrega <mfutrega@nvidia.com> Co-authored-by: w4-jinhyeonkim <131935801+w4-jinhyeonkim@users.noreply.github.com> Co-authored-by: Aleksey Grinchuk (Oleksii Hrinchuk) <grinchuk.alexey@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Isaac McFadyen <isaac@imcf.me> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: Selvaraj Anandaraj <anandaraj@wisc.edu> Co-authored-by: Selvaraj Anandaraj <selvaraja@login-eos02.eos.clusters.nvidia.com> Co-authored-by: Chen Cui <chcui@nvidia.com> Co-authored-by: Michal Futrega <mfutrega@nvidia.com> Co-authored-by: Pablo Garay <palenq@gmail.com>

…t-only) dataloading (#8581) * wip Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Partially working config groups Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Working test with abasic group in the input config Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Working test with nested groups in input config Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Working test with specifying a YAML path for input_cfg Signed-off-by: Piotr Żelasko <petezor@gmail.com> * a very rough example of text dataloading via lhotse Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Cleaner integration of multimodal audio/text loading that allows to control the effective audio vs text size (requires latest lhotse) Signed-off-by: Piotr Żelasko <petezor@gmail.com> * remove obsolete test Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix an import in export_utils.py (#8571) Signed-off-by: w4-jinhyeonkim <131935801+w4-jinhyeonkim@users.noreply.github.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Yttm deprecation (#8322) * yttm deprecation init commit Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * removed tests Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * bug fix Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * path fix Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * fixing path Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * updated tests to spm Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * updated Jenkinsfile Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * new model with spm in tests Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * yttm removed Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * updated aayn config Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> --------- Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fixed missing copy import in rnnt_decoder.py (#8580) * Added copy import to rnnt_decoding.py Signed-off-by: Isaac McFadyen <isaac@imcf.me> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Isaac McFadyen <isaac@imcf.me> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix bug in RNNT Joint WER calculation for fused batch (#8587) Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fixed Context Parallel HtoD sync (#8557) * Fixed cp HtoD sync Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos02.eos.clusters.nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos02.eos.clusters.nvidia.com> Co-authored-by: Selvaraj Anandaraj <selvaraja@login-eos02.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * change default and add key to config files (#8594) Signed-off-by: Chen Cui <chcui@nvidia.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix triton import guards (#8552) * Fix triton import guards Signed-off-by: Michal Futrega <mfutrega@nvidia.com> * Update attention.py Signed-off-by: Michal Futrega <mfutrega@nvidia.com> --------- Signed-off-by: Michal Futrega <mfutrega@nvidia.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add config key for dropout position in LoRA adapter (#8583) Signed-off-by: Michal Futrega <mfutrega@nvidia.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix ia3 mlp infused adapter (#8597) Signed-off-by: Chen Cui <chcui@nvidia.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Prevent Redundant Gather for LoRA Sequence Parallel (#8602) * enable layernorm output gathered 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> Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Accelerate `transcribe_speech.py` for short-form data: pre-sorting support (#8564) * POC using bucketing in transcribe_speech.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * extend to multi task aed Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fixes for aed multi task text/lang field selectors Signed-off-by: Piotr Żelasko <petezor@gmail.com> * remove assert Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * expose option for bucket buffer size Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fixes, ctc support Signed-off-by: Piotr Żelasko <petezor@gmail.com> * support pre-sorting manifests in transcribe_speech.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * cleanup Signed-off-by: Piotr Żelasko <petezor@gmail.com> * reorder transcriptions back to original manifest order Signed-off-by: Piotr Żelasko <petezor@gmail.com> * remove bucketing entirely Signed-off-by: Piotr Żelasko <petezor@gmail.com> * code review changes Signed-off-by: Piotr Żelasko <petezor@gmail.com> * code review changes--amend Signed-off-by: Piotr Żelasko <petezor@gmail.com> * refactor text_field/lang_field passing Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix reordering bug; disable presorting for multi task for now Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add support for presort + multi task model Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Code reviews Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix jenkins tests, add user-friendly error msg for canary Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix tests Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Bump min required lhotse version Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add some documentation about this config format and the multimodal features Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add caution about multiple shards Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Address Tom's code review Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add copyright header Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix (hopefully) issue with forced ascii encoding in CI Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Support resolving input_cfg path into config contents Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Code review changes in docs Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix unicode decode error Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> Signed-off-by: w4-jinhyeonkim <131935801+w4-jinhyeonkim@users.noreply.github.com> Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> Signed-off-by: Isaac McFadyen <isaac@imcf.me> Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Selvaraj Anandaraj <selvaraja@login-eos02.eos.clusters.nvidia.com> Signed-off-by: Chen Cui <chcui@nvidia.com> Signed-off-by: Michal Futrega <mfutrega@nvidia.com> Co-authored-by: w4-jinhyeonkim <131935801+w4-jinhyeonkim@users.noreply.github.com> Co-authored-by: Aleksey Grinchuk (Oleksii Hrinchuk) <grinchuk.alexey@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Isaac McFadyen <isaac@imcf.me> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: Selvaraj Anandaraj <anandaraj@wisc.edu> Co-authored-by: Selvaraj Anandaraj <selvaraja@login-eos02.eos.clusters.nvidia.com> Co-authored-by: Chen Cui <chcui@nvidia.com> Co-authored-by: Michal Futrega <mfutrega@nvidia.com> Co-authored-by: Pablo Garay <palenq@gmail.com> Signed-off-by: Ao Tang <aot@nvidia.com>

pzelasko added 8 commits March 1, 2024 10:01

POC using bucketing in transcribe_speech.py

5970e4e

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

extend to multi task aed

7221654

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

fixes for aed multi task text/lang field selectors

7fcdc14

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

remove assert

65ef88a

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

fix

0621ae2

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

expose option for bucket buffer size

918b781

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

fixes, ctc support

0a27d47

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

support pre-sorting manifests in transcribe_speech.py

793de55

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

github-actions bot added the ASR label Mar 1, 2024

pzelasko added 3 commits March 1, 2024 15:20

cleanup

382a3b6

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

reorder transcriptions back to original manifest order

e8a5a62

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

remove bucketing entirely

3282a5b

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

pzelasko force-pushed the transcribe-bucketing branch from 5b00dbf to 3282a5b Compare March 1, 2024 21:43

pzelasko changed the title ~~Accelerate transcribe_speech.py for short-form data: sorting and bucketing support~~ Accelerate transcribe_speech.py for short-form data: pre-sorting support Mar 1, 2024

pzelasko marked this pull request as ready for review March 1, 2024 21:45

pzelasko requested review from titu1994 and nithinraok March 1, 2024 21:45

Merge branch 'main' into transcribe-bucketing

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pzelasko added 3 commits March 1, 2024 17:10

code review changes

064f185

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

code review changes--amend

6fddd12

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

Merge branch 'transcribe-bucketing' of https://github.com/nvidia/nemo …

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…into transcribe-bucketing

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examples/asr/transcribe_speech.py Fixed Show fixed Hide fixed

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refactor text_field/lang_field passing

73c5c30

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

pzelasko force-pushed the transcribe-bucketing branch from d3183b0 to 73c5c30 Compare March 4, 2024 19:13

Fix reordering bug; disable presorting for multi task for now

16c6f9c

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

nithinraok reviewed Mar 4, 2024

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nemo/collections/asr/parts/utils/transcribe_utils.py Show resolved Hide resolved

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Add support for presort + multi task model

7345806

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

pzelasko dismissed nithinraok’s stale review via 7345806 March 4, 2024 20:29

titu1994 previously approved these changes Mar 4, 2024

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Signed-off-by: Piotr Żelasko <petezor@gmail.com>

pzelasko dismissed titu1994’s stale review via bfcb6cf March 4, 2024 21:15

Fix jenkins tests, add user-friendly error msg for canary

9629b2b

Signed-off-by: Piotr Żelasko <petezor@gmail.com>

pzelasko force-pushed the transcribe-bucketing branch from 124bb31 to 9629b2b Compare March 6, 2024 21:51

Merge branch 'main' into transcribe-bucketing

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titu1994 approved these changes Mar 6, 2024

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titu1994 merged commit 7de8f87 into main Mar 7, 2024
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titu1994 deleted the transcribe-bucketing branch March 7, 2024 01:17

stevehuang52 reviewed Mar 12, 2024

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Accelerate `transcribe_speech.py` for short-form data: pre-sorting support #8564

Accelerate `transcribe_speech.py` for short-form data: pre-sorting support #8564

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Accelerate transcribe_speech.py for short-form data: pre-sorting support #8564

Accelerate transcribe_speech.py for short-form data: pre-sorting support #8564

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pzelasko commented Mar 1, 2024 • edited

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Accelerate `transcribe_speech.py` for short-form data: pre-sorting support #8564

Accelerate `transcribe_speech.py` for short-form data: pre-sorting support #8564

pzelasko commented Mar 1, 2024 •

edited