feat(te): add te2 for upper bound on avg batch width #2
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Outdated suggestions cannot be applied.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.
TE2 provides a realistic upper bound for calculating average batch width
Given a dataset and batch size b
TE2 will be calculated by first sorting the dataset in descending order of sequence lengths and creating batches by selecting top 1 and bottom (b-1) sequences without replacement.
Average Batch Width = mean (top [len(dataset)/b] sequences)