Feat/joint diarization and embedding with prepared data #1583
Conversation
This file contains 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
BREAKING(model): get rid of (flaky) `Model.introspection`
…o feat/joint-diarization-and-embedding
- fixes the dimension error between files id and probabilties arrays - changes the way of how chunks for the embedding task are sampled - creates two functions to draw chunks, one for each subtask Tests are required to ensure that there are no bugs
For now this is a copy past from methods in segmentation task.
as computing this loss probably does not make sense in powerset mode because first class (empty set of labels) does exactly this
as this instance attribute was not used
…` pipeline Co-authored-by: Hervé BREDIN <[email protected]>
as these loop could break gradient flow and to optimize the code
for now do the trick only for the diarization subtask
added 15 commits
November 29, 2023 08:46
…embedding-with-prepared-data
…ddins This new model is based on a `WeSpeakerResnet34` for the speaker embeddings extraction part, and on `PyanNet` for (local) segmentation.
…embedding-with-prepared-data
…embedding-with-prepared-data
Now, the first `num_dia_samples` samples in a batch are dedicated to the diarization substak, and the remaining sample are for the embedding subtask
... and fix some bugs
…ding-with-prepared-data
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
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Outdated suggestions cannot be applied.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.
No description provided.