Interface IMemoryBasedStrategy<T, TInput, TOutput>

Namespace

AiDotNet.ContinualLearning.Interfaces

Assembly

AiDotNet.dll

Extended strategy interface for strategies that store task examples.

public interface IMemoryBasedStrategy<T, TInput, TOutput> : IContinualLearningStrategy<T, TInput, TOutput>

Type Parameters

T

The numeric type used for calculations.

TInput

The input data type.

TOutput

The output data type.

Inherited Members

IContinualLearningStrategy<T, TInput, TOutput>.Name

IContinualLearningStrategy<T, TInput, TOutput>.RequiresMemoryBuffer

IContinualLearningStrategy<T, TInput, TOutput>.ModifiesArchitecture

IContinualLearningStrategy<T, TInput, TOutput>.MemoryUsageBytes

IContinualLearningStrategy<T, TInput, TOutput>.PrepareForTask(IFullModel<T, TInput, TOutput>, IDataset<T, TInput, TOutput>)

IContinualLearningStrategy<T, TInput, TOutput>.ComputeRegularizationLoss(IFullModel<T, TInput, TOutput>)

IContinualLearningStrategy<T, TInput, TOutput>.AdjustGradients(Vector<T>)

IContinualLearningStrategy<T, TInput, TOutput>.FinalizeTask(IFullModel<T, TInput, TOutput>)

IContinualLearningStrategy<T, TInput, TOutput>.Reset()

IContinualLearningStrategy<T, TInput, TOutput>.Save(string)

IContinualLearningStrategy<T, TInput, TOutput>.Load(string)

IContinualLearningStrategy<T, TInput, TOutput>.GetMetrics()

IContinualLearningStrategy<T, TInput, TOutput>.IsCompatibleWith(IFullModel<T, TInput, TOutput>)

IContinualLearningStrategy<T, TInput, TOutput>.GetIncompatibilityReason(IFullModel<T, TInput, TOutput>)

Properties

MaxExamples

Gets the maximum number of examples that can be stored.

int MaxExamples { get; }

Property Value

int

StoredExampleCount

Gets the number of examples stored in memory.

int StoredExampleCount { get; }

Property Value

int

Methods

ClearMemory()

Clears all stored examples.

void ClearMemory()

SampleExamples(int)

Samples a batch of stored examples for replay.

IReadOnlyList<(TInput Input, TOutput Output, int TaskId)> SampleExamples(int batchSize)

Parameters

batchSize int

Number of examples to sample.

Returns

IReadOnlyList<(TInput Input, TOutput Output, int TaskId)>

List of input-output pairs.

StoreTaskExamples(IDataset<T, TInput, TOutput>)

Stores examples from a completed task.

void StoreTaskExamples(IDataset<T, TInput, TOutput> taskData)

Parameters

taskData IDataset<T, TInput, TOutput>

The task data to sample from.