Consistent Bounded-Asynchronous Parameter Servers for Distributed ML

CoRR, 2013.

Cited by: 12|Views39
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Abstract:

In distributed ML applications, shared parameters are usually replicated among computing nodes to minimize network overhead. Therefore, proper consistency model must be carefully chosen to ensure algorithm's correctness and provide high throughput. Existing consistency models used in general-purpose databases and modern distributed ML s...More

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