ai.djl.training

Class ParameterStore

java.lang.Object

ai.djl.training.ParameterStore

public class ParameterStore
extends java.lang.Object

The ParameterStore contains a map from a parameter to the mirrors of it on other devices.

Constructor Summary

Constructors

Constructor and Description
ParameterStore(NDManager manager, boolean copy) Constructs an empty ParameterStore.

Method Summary

Modifier and Type	Method and Description
NDArray	getValue(Parameter parameter, Device device, boolean training) Returns the value of a mirrored parameter on a device.
void	setParameterServer(ParameterServer parameterServer, Device[] devices) Sets the parameterServer used to apply updates to the parameters.
void	sync() Synchronizes the values on all mirrors with the main parameter.
void	updateAllParameters() Updates all the mirrored parameters.

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

Constructor Detail

ParameterStore

public ParameterStore(NDManager manager,
                      boolean copy)

Constructs an empty ParameterStore.

Parameters:

manager - the manager to attach mirrored parameters to

copy - whether to always copy even for the same device as the original parameter

Method Detail

setParameterServer

public void setParameterServer(ParameterServer parameterServer,
                               Device[] devices)

Sets the parameterServer used to apply updates to the parameters.

Parameters:

parameterServer - the parameterServer

devices - the devices to create mirrored parameters on

updateAllParameters

public void updateAllParameters()

Updates all the mirrored parameters.

getValue

public NDArray getValue(Parameter parameter,
                        Device device,
                        boolean training)

Returns the value of a mirrored parameter on a device.

Parameters:

parameter - the parameter to get the value for

device - the device to get the mirror from

training - true for a training forward pass

Returns:

the value of the mirrored parameter on the device

sync

public void sync()

Synchronizes the values on all mirrors with the main parameter.