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mli edited this page Dec 30, 2014 · 4 revisions

Parameter Server Documents

Primary concepts

The parameter server architecture (Arch)
Shared parameters (Parameter)
Flexible consistency models (Consistency)
User-defined filters (Filter)

How to use

Setup
Linear methods (sparse logistic regression, …)
Deep neural network (deep convolution neural network, …)

Development

Code Static: overview of major classes. Dynamic: the data flow of a push operation and the thread model.

Further reading

OSDI’14 paper (pdf)