Transducer Decoding: avoid alignments to store non-blank confidence#15315
Open
Transducer Decoding: avoid alignments to store non-blank confidence#15315
alignments to store non-blank confidence#15315Conversation
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
…es in `torch_impl`. Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
artbataev
changed the title
alignments to store non-blank confidencealignments to store non-blank confidence
artbataev
changed the title
alignments to store non-blank confidencealignments to store non-blank confidence
artbataev
changed the title
alignments to store non-blank confidencealignments to store non-blank confidence
# Conflicts: # nemo/collections/asr/parts/utils/rnnt_utils.py
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: artbataev <artbataev@users.noreply.github.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
…into vbataev/rnnt_decoding_refactor
8 tasks
8 tasks
lilithgrigoryan
requested changes
Jan 27, 2026
| self.reset_cuda_graphs_state() | ||
| return True | ||
|
|
||
| # fusion models-related methods |
Collaborator
There was a problem hiding this comment.
Are these changes related to the PR? Seems like this is more related to per-stream biasing PR
8 tasks
# Conflicts: # nemo/collections/asr/parts/submodules/transducer_decoding/rnnt_label_looping.py # nemo/collections/asr/parts/submodules/transducer_decoding/tdt_label_looping.py
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
Signed-off-by: Vladimir Bataev <vbataev@nvidia.com>
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
2 participants
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Important
The
Update branchbutton must only be pressed in very rare occassions.An outdated branch is never blocking the merge of a PR.
Please reach out to the automation team before pressing that button.
What does this PR do ?
Store non-blank confidence in
BatchedHypsto avoid costlyalignmentsstructure for confidence when possible (if blank label confidence is ignored):alignmentsmakes decoding significantly slowerAdditionally, this PR unifies and simplifies RNN-T and TDT decoding.
Collection: [ASR]
Changelog
Usage
# Add a code snippet demonstrating how to use thisGitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
Before your PR is "Ready for review"
Pre checks:
PR Type:
If you haven't finished some of the above items you can still open "Draft" PR.
Who can review?
Anyone in the community is free to review the PR once the checks have passed.
Contributor guidelines contains specific people who can review PRs to various areas.
Additional Information