ribs.emitters.opt.GradientAscentOpt¶

class ribs.emitters.opt.GradientAscentOpt(theta0: ArrayLike, lr: float | floating)[source]¶

Vanilla gradient ascent.

Parameters:¶

theta0: ArrayLike¶

Initial solution. 1D array.

lr: float | floating¶

Learning rate for the update.

Methods

reset(theta0)	Resets the solution point to a new value.
step(gradient)	Ascends the solution based on the given gradient.

Attributes

theta

The current solution point.

reset(theta0: ArrayLike) → None[source]¶

Resets the solution point to a new value.

Parameters:¶

theta0: ArrayLike¶

The new solution point. 1D array.

step(gradient: ArrayLike) → None[source]¶

Ascends the solution based on the given gradient.

Parameters:¶

gradient: ArrayLike¶

The (estimated) gradient of the current solution point. 1D array.

property theta : ndarray¶

The current solution point.