Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

task-based LR scheduling, finer-grained val reporting #33

Open
2 tasks
TimotheeMickus opened this issue Oct 16, 2023 · 0 comments
Open
2 tasks

task-based LR scheduling, finer-grained val reporting #33

TimotheeMickus opened this issue Oct 16, 2023 · 0 comments
Assignees
Labels
enhancement New feature or request

Comments

@TimotheeMickus
Copy link
Collaborator

TimotheeMickus commented Oct 16, 2023

  • break down accuracy and validation loss per task when reporting stats
  • introduce validation-based LR scheduling (reduce LR on plateau) that's properly adjusted depending on the performances of individual modules:
    • for each module, initialize module-specific LRs to the default value
    • at validation:
      • compute perf per task
      • aggregate (mean or task-weighted mean) perf per module across task
      • reduce module-specific LR based on the aggregate perf
@TimotheeMickus TimotheeMickus self-assigned this Oct 16, 2023
@TimotheeMickus TimotheeMickus added the enhancement New feature or request label Oct 16, 2023
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
enhancement New feature or request
Projects
None yet
Development

No branches or pull requests

1 participant