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Update Runtime Bugets and Step Hints by fsschneider · Pull Request #838 · mlcommons/algorithmic-efficiency · GitHub

Update Runtime Bugets and Step Hints - #838

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priyakasimbeg merged 7 commits into
mlcommons:devfrom
fsschneider:update_budgets
Feb 10, 2025
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Update Runtime Bugets and Step Hints#838
priyakasimbeg merged 7 commits into
mlcommons:devfrom
fsschneider:update_budgets

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Depends on #830, #831, #832, and #833.

This PR updates the runtime budgets and step hints according to our working group discussion and issue #836.

For runtimes and step hints, I have always rounded up to the nearest integer.

The new budgets are:

External tuning

  • Criteo 1TB: 7,703s (was 7,703s, no reduction)
  • fastMRI: 4,430s (was 8,859s, reduced to 50%)
  • ResNet: 66,159s (was 63,008s, extended by 5%)
  • ViT: 69,768s (was 77,520s, reduced to 90%)
  • Conformer: 58,015s (was 61,068s, reduced to 95%)
  • DeepSpeech: 44,405s (was 55,506s, reduced to 80%)
  • OGBG: 12,011s (was 18,477s, reduced to 65%)
  • WMT: 43,336s (was 48,151s, reduced to 90%)

Self-tuning
Change the factor from 3x to 1.5x. This keeps the baseline and Schedule-free AdamW still within finite workload scores (except ResNet, which could not be achieved, even with the 3x budget).

fsschneider requested a review from a team as a code owner February 3, 2025 11:22

github-actions Bot commented Feb 3, 2025
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fsschneider added the 🛑 AlgoPerf Leaderboard Blocking rolling AlgoPerf Leaderboard label Feb 3, 2025
priyakasimbeg merged commit 738658c into mlcommons:dev Feb 10, 2025
github-actions Bot locked and limited conversation to collaborators Feb 10, 2025
fsschneider deleted the update_budgets branch June 18, 2025 11:25
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