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  5. Parameter Server
Infrastructure & Hardware

Parameter Server

A parameter server is a distributed architecture in which dedicated processes store and update shared model parameters.

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Workers compute gradients on data and send updates to servers, then fetch newer parameters. Synchronous or asynchronous coordination changes consistency, fault tolerance, and communication behavior.

Related terms

Tensor CoreAccelerator InterconnectAll-ReduceParameter ShardingModel ServingKV Cache