Interface IContextFlow<T>

Namespace

AiDotNet.Interfaces

Assembly

AiDotNet.dll

Interface for Context Flow mechanism - maintains distinct information pathways and update rates for each nested optimization level. Core component of nested learning paradigm.

public interface IContextFlow<T>

Type Parameters

T

The numeric type

Properties

NumberOfLevels

Gets the number of context flow levels.

int NumberOfLevels { get; }

Property Value

int

Methods

CompressContext(Vector<T>, int)

Compresses internal context flows (deep learning compression mechanism).

Vector<T> CompressContext(Vector<T> context, int targetLevel)

Parameters

context Vector<T>

targetLevel int

Returns

Vector<T>

ComputeContextGradients(Vector<T>, int)

Computes gradients with respect to context flow for backpropagation.

Vector<T> ComputeContextGradients(Vector<T> upstreamGradient, int level)

Parameters

upstreamGradient Vector<T>

level int

Returns

Vector<T>

GetContextState(int)

Gets the current context state for a specific optimization level.

Vector<T> GetContextState(int level)

Parameters

level int

Returns

Vector<T>

PropagateContext(Vector<T>, int)

Propagates context through the flow network at a specific optimization level. Each level has its own distinct set of information from which it learns.

Vector<T> PropagateContext(Vector<T> input, int currentLevel)

Parameters

input Vector<T>

currentLevel int

Returns

Vector<T>

Reset()

Resets the context flow to initial state.

void Reset()

UpdateFlow(Vector<T>[], T[])

Updates the context flow based on multi-level optimization.

void UpdateFlow(Vector<T>[] gradients, T[] learningRates)

Parameters

gradients Vector<T>[]

learningRates T[]