Table of Contents

Class PolynomialScheduler<T>

Namespace
AiDotNet.CurriculumLearning.Schedulers
Assembly
AiDotNet.dll

Curriculum scheduler with polynomial progression curve.

public class PolynomialScheduler<T> : CurriculumSchedulerBase<T>, ICurriculumScheduler<T>

Type Parameters

T

The numeric type used for calculations.

Inheritance
PolynomialScheduler<T>
Implements
Inherited Members

Remarks

For Beginners: This scheduler uses a polynomial curve to control progression speed. The power parameter determines the curve shape.

Power Parameter Effects:

  • Power < 1: Fast start, slow finish (concave curve)
  • Power = 1: Linear progression
  • Power > 1: Slow start, fast finish (convex curve)

Constructors

PolynomialScheduler(int, double, T?, T?)

Initializes a new instance of the PolynomialScheduler<T> class.

public PolynomialScheduler(int totalEpochs, double power = 2, T? minFraction = default, T? maxFraction = default)

Parameters

totalEpochs int

Total number of training epochs.

power double

Polynomial power (default 2.0 for quadratic).

minFraction T

Initial data fraction (default 0.1).

maxFraction T

Final data fraction (default 1.0).

Properties

Name

Gets the name of this scheduler.

public override string Name { get; }

Property Value

string

Methods

GetDataFraction()

Gets the current data fraction using polynomial curve.

public override T GetDataFraction()

Returns

T

GetStatistics()

Gets scheduler-specific statistics.

public override Dictionary<string, object> GetStatistics()

Returns

Dictionary<string, object>