numeric operator
Clear the history information in the state
Get hyper parameter from config table.
Get hyper parameter from config table.
a table contains the hyper parameter.
Adagrad implementation for Adagrad
Adagrad implementation for Adagrad
a function that takes a single input (X), the point of a evaluation, and returns f(X) and df/dX
the initial point
a table with configuration parameters for the optimizer config("learningRate") : learning rate config("learningRateDecay") : learning rate decay
a table describing the state of the optimizer; after each call the state is modified state("paramVariance") : vector of temporal variances of parameters
the new x vector and the function list, evaluated before the update
Update hyper parameter.
Update hyper parameter. We have updated hyper parameter in method optimize(). But in DistriOptimizer, the method optimize() is only called on the executor side, the driver's hyper parameter is unchanged. So this method is using to update hyper parameter on the driver side.
config table.
state Table.
A string.
An implementation of Adagrad. See the original paper: http://jmlr.org/papers/volume12/duchi11a/duchi11a.pdf
numeric type