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

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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
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enhancement New feature or request

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@TimotheeMickus
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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
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