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Square LR-Schedule #70

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ClashLuke opened this issue Aug 13, 2022 · 0 comments
Open

Square LR-Schedule #70

ClashLuke opened this issue Aug 13, 2022 · 0 comments
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core Improves core model while keeping core idea intact engineering Software-engineering problems that don't require ML-Expertise

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@ClashLuke
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Our learning rate scheduler currently uses a linear increase and exponential dropoff, so our learning rate curve looks like the following:
grafik
where the duration of the initial ramp-up and the decay are tuneable hyperparameters.

However, others pointed out that square ramp-up and square decay can perform significantly better, so we might also want to use them. The modified curve (orange) would look like the following:
grafik
@ClashLuke ClashLuke added engineering Software-engineering problems that don't require ML-Expertise core Improves core model while keeping core idea intact labels Aug 13, 2022
@ClashLuke ClashLuke changed the title Inverse Square Root LR-Schedule Square LR-Schedule Aug 13, 2022
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