Class PoincareExpMapOp

Namespace

AiDotNet.JitCompiler.IR.Operations

Assembly

AiDotNet.dll

Represents the exponential map in the Poincare ball model in the IR.

public class PoincareExpMapOp : IROp

Inheritance

object

IROp

PoincareExpMapOp

Inherited Members

IROp.OutputIds

IROp.OutputId

IROp.InputIds

IROp.OutputType

IROp.OutputShape

IROp.OutputShapes

IROp.OpType

IROp.ToString()

object.Equals(object)

object.Equals(object, object)

object.GetHashCode()

object.GetType()

object.MemberwiseClone()

object.ReferenceEquals(object, object)

Remarks

The exponential map projects a tangent vector at a base point onto the manifold. It's essential for optimization in hyperbolic space (moving along geodesics).

For Beginners: When training hyperbolic neural networks, we need to move points in a curved space. The exponential map converts a "direction" (tangent vector) into an actual movement along the curved surface.

Properties

Curvature

Gets or sets the curvature parameter.

public double Curvature { get; set; }

Property Value

double

Methods

Validate()

Validates that this operation is correctly formed.

public override bool Validate()

Returns

bool

True if valid, false otherwise.