From 11be404bc686400a146e0c5c7ca7dbb75ca2a202 Mon Sep 17 00:00:00 2001 From: ancestor-mithril <58839912+ancestor-mithril@users.noreply.github.com> Date: Wed, 5 Jun 2024 15:37:41 +0300 Subject: [PATCH] Fixing `ExponentialBS` rounding errors for small `gamma` (#13) * Previous behavior: when the exponential factor `gamma` used by `ExponentialBS` is close to 1, the batch size would remain constant. * Fixed this by maintaining a float value for the batch size as an internal state. * Updated tests. * Added new plots. * Bumping version. --- bs_scheduler/batch_size_schedulers.py | 8 +++++++- docs/img/plots/ChainedBSScheduler.png | Bin 15257 -> 15186 bytes docs/img/plots/ChainedScheduler.png | Bin 19726 -> 19847 bytes docs/img/plots/ConstantBS.png | Bin 12381 -> 12353 bytes docs/img/plots/ConstantLR.png | Bin 12248 -> 12464 bytes docs/img/plots/CosineAnnealingBS.png | Bin 29384 -> 29585 bytes .../CosineAnnealingBSWithWarmRestarts.png | Bin 27302 -> 27439 bytes docs/img/plots/CosineAnnealingLR.png | Bin 29944 -> 30428 bytes .../img/plots/CosineAnnealingWarmRestarts.png | Bin 29347 -> 29701 bytes docs/img/plots/CyclicBS-exp_range.png | Bin 13764 -> 14140 bytes docs/img/plots/CyclicBS-triangular2.png | Bin 23252 -> 23557 bytes docs/img/plots/CyclicLR-exp_range.png | Bin 22804 -> 22731 bytes docs/img/plots/CyclicLR-triangular2.png | Bin 24518 -> 25080 bytes docs/img/plots/ExponentialBS.png | Bin 13094 -> 16115 bytes docs/img/plots/ExponentialLR.png | Bin 16851 -> 18399 bytes docs/img/plots/IncreaseBSOnPlateau.png | Bin 10482 -> 10639 bytes docs/img/plots/LinearBS.png | Bin 14080 -> 14041 bytes docs/img/plots/LinearLR.png | Bin 15345 -> 15578 bytes docs/img/plots/MultiStepBS.png | Bin 13895 -> 13808 bytes docs/img/plots/MultiStepLR.png | Bin 14314 -> 14697 bytes docs/img/plots/OneCycleBS.png | Bin 19566 -> 19676 bytes docs/img/plots/OneCycleLR.png | Bin 21497 -> 21519 bytes docs/img/plots/ReduceLROnPlateau.png | Bin 12208 -> 12610 bytes docs/img/plots/StepBS.png | Bin 11949 -> 12543 bytes docs/img/plots/StepLR.png | Bin 12043 -> 12940 bytes pyproject.toml | 2 +- tests/test_ChainedBSScheduler.py | 4 ++-- tests/test_ExponentialBS.py | 6 +++--- tests/test_SequentialBS.py | 2 +- 29 files changed, 14 insertions(+), 8 deletions(-) diff --git a/bs_scheduler/batch_size_schedulers.py b/bs_scheduler/batch_size_schedulers.py index bb3a3c2..60a0cc5 100644 --- a/bs_scheduler/batch_size_schedulers.py +++ b/bs_scheduler/batch_size_schedulers.py @@ -665,6 +665,7 @@ def __init__(self, dataloader: DataLoader, gamma: float, batch_size_manager: Uni assert gamma > 0.0 # Gamma is expected to be greater than 1.0 for batch size growth. It can be lower than 1.0 for batch size decay. self.gamma: float = gamma + self.float_bs: Union[float, None] = None super().__init__(dataloader, batch_size_manager, max_batch_size, min_batch_size, verbose) def get_new_bs(self) -> int: @@ -674,7 +675,12 @@ def get_new_bs(self) -> int: if self.last_epoch == 0: return self.batch_size - return rint(self.batch_size * self.gamma) + if self.float_bs is None or rint(self.float_bs) != self.batch_size: + # Using rint instead of int because otherwise we will increas the BS faster + self.float_bs = self.batch_size + + self.float_bs *= self.gamma + return rint(self.float_bs) class SequentialBS(BSScheduler): diff --git a/docs/img/plots/ChainedBSScheduler.png b/docs/img/plots/ChainedBSScheduler.png index be58f7628fedefaf1854d5ffedeb9d2c0d8f463d..d8e729eaee121f3be42979e7e4e2c957f1552dc8 100644 GIT binary patch literal 15186 zcmeIZX*iYr8!mj4q7aV~Nhm9Y44KLlC9yIOi_97jGEbQ`Nn~245XwBuoMkM^lzCX0 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