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Vowpal Wabbit (VW) uses online normalization as explained here [1].

When running VW with multiple workers, workers synchronize their models with an AllReduce at the end of each epoch.

Is it possible or is there any code/paper that explores the idea of doing online learning with multiple workers in a parameter server setting?

[1] https://arxiv.org/abs/1305.6646

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