Class

breeze.optimize.FirstOrderMinimizer

State

Related Doc: package FirstOrderMinimizer

Permalink

case class State[+T, +ConvergenceInfo, +History](x: T, value: Double, grad: T, adjustedValue: Double, adjustedGradient: T, iter: Int, initialAdjVal: Double, history: History, convergenceInfo: ConvergenceInfo, searchFailed: Boolean = false) extends Product with Serializable

Tracks the information about the optimizer, including the current point, its value, gradient, and then any history. Also includes information for checking convergence.

x

the current point being considered

value

f(x)

grad

f.gradientAt(x)

adjustedValue

f(x) + r(x), where r is any regularization added to the objective. For LBFGS, this is f(x).

adjustedGradient

f'(x) + r'(x), where r is any regularization added to the objective. For LBFGS, this is f'(x).

iter

what iteration number we are on.

initialAdjVal

f(x_0) + r(x_0), used for checking convergence

history

any information needed by the optimizer to do updates.

searchFailed

did the line search fail?

Linear Supertypes
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. State
  2. Serializable
  3. Serializable
  4. Product
  5. Equals
  6. AnyRef
  7. Any
  1. Hide All
  2. Show All
Visibility
  1. Public
  2. All

Instance Constructors

  1. new State(x: T, value: Double, grad: T, adjustedValue: Double, adjustedGradient: T, iter: Int, initialAdjVal: Double, history: History, convergenceInfo: ConvergenceInfo, searchFailed: Boolean = false)

    Permalink

    x

    the current point being considered

    value

    f(x)

    grad

    f.gradientAt(x)

    adjustedValue

    f(x) + r(x), where r is any regularization added to the objective. For LBFGS, this is f(x).

    adjustedGradient

    f'(x) + r'(x), where r is any regularization added to the objective. For LBFGS, this is f'(x).

    iter

    what iteration number we are on.

    initialAdjVal

    f(x_0) + r(x_0), used for checking convergence

    history

    any information needed by the optimizer to do updates.

    searchFailed

    did the line search fail?

Value Members

  1. final def !=(arg0: Any): Boolean

    Permalink
    Definition Classes
    AnyRef → Any
  2. final def ##(): Int

    Permalink
    Definition Classes
    AnyRef → Any
  3. final def ==(arg0: Any): Boolean

    Permalink
    Definition Classes
    AnyRef → Any
  4. val adjustedGradient: T

    Permalink

    f'(x) + r'(x), where r is any regularization added to the objective.

    f'(x) + r'(x), where r is any regularization added to the objective. For LBFGS, this is f'(x).

  5. val adjustedValue: Double

    Permalink

    f(x) + r(x), where r is any regularization added to the objective.

    f(x) + r(x), where r is any regularization added to the objective. For LBFGS, this is f(x).

  6. final def asInstanceOf[T0]: T0

    Permalink
    Definition Classes
    Any
  7. def clone(): AnyRef

    Permalink
    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  8. val convergenceInfo: ConvergenceInfo

    Permalink
  9. final def eq(arg0: AnyRef): Boolean

    Permalink
    Definition Classes
    AnyRef
  10. def finalize(): Unit

    Permalink
    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  11. final def getClass(): Class[_]

    Permalink
    Definition Classes
    AnyRef → Any
  12. val grad: T

    Permalink

    f.gradientAt(x)

  13. val history: History

    Permalink

    any information needed by the optimizer to do updates.

  14. val initialAdjVal: Double

    Permalink

    f(x_0) + r(x_0), used for checking convergence

  15. final def isInstanceOf[T0]: Boolean

    Permalink
    Definition Classes
    Any
  16. val iter: Int

    Permalink

    what iteration number we are on.

  17. final def ne(arg0: AnyRef): Boolean

    Permalink
    Definition Classes
    AnyRef
  18. final def notify(): Unit

    Permalink
    Definition Classes
    AnyRef
  19. final def notifyAll(): Unit

    Permalink
    Definition Classes
    AnyRef
  20. val searchFailed: Boolean

    Permalink

    did the line search fail?

  21. final def synchronized[T0](arg0: ⇒ T0): T0

    Permalink
    Definition Classes
    AnyRef
  22. val value: Double

    Permalink

    f(x)

  23. final def wait(): Unit

    Permalink
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  24. final def wait(arg0: Long, arg1: Int): Unit

    Permalink
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  25. final def wait(arg0: Long): Unit

    Permalink
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  26. val x: T

    Permalink

    the current point being considered

Inherited from Serializable

Inherited from Serializable

Inherited from Product

Inherited from Equals

Inherited from AnyRef

Inherited from Any

Ungrouped