specific method · filed under model architecture
Auxiliary-loss load balancing
Balances expert use with an auxiliary loss computed across non-padding tokens of the global batch.
Also called auxiliary loss.
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For load-balancing, we use an auxiliary loss from Qiu et al. [66] across the non-padding tokens of the global batch.
usedtraining objectivein Laguna XS.2Poolside
Filed alongside
Other methods under model architecture :: channel mixer :: mixture of experts :: expert load balancing.
Auxiliary-loss-free load balancingQuantile BalancingHistogram-based quantile estimationExact coordinate minimizationExpert bias update factorExpert Parallelism Load BalancingExponential moving average of estimated quantilesformHCLoad balancingMaxVioModality-specific auxiliary-loss-free load balancingPersistent load balancingPooled-global-batch quantile estimationRound-robin load balancing