Class BaseModel<TInputData, TPrediction>

Namespace

NeuralNetworks.Models

Assembly

NeuralNetworks.dll

public abstract class BaseModel<TInputData, TPrediction> : Model<TInputData, TPrediction> where TInputData : notnull where TPrediction : notnull

Type Parameters

TInputData

TPrediction

Inheritance

object

Model<TInputData, TPrediction>

BaseModel<TInputData, TPrediction>

Inherited Members

Model<TInputData, TPrediction>.LossFunction

Model<TInputData, TPrediction>.Random

Model<TInputData, TPrediction>.Forward(TInputData, bool)

Model<TInputData, TPrediction>.Backward(TPrediction)

Model<TInputData, TPrediction>.TrainBatch(TInputData, TPrediction)

Model<TInputData, TPrediction>.UpdateParams(Optimizer)

Model<TInputData, TPrediction>.GetParamCount()

Model<TInputData, TPrediction>.Describe(int)

Model<TInputData, TPrediction>.SaveParams(string, string)

Model<TInputData, TPrediction>.LoadParams(string, TInputData)

Model<TInputData, TPrediction>.SaveCheckpoint()

Model<TInputData, TPrediction>.HasCheckpoint()

Model<TInputData, TPrediction>.RestoreCheckpoint()

Model<TInputData, TPrediction>.Clone()

object.Equals(object)

object.Equals(object, object)

object.GetHashCode()

object.GetType()

object.MemberwiseClone()

object.ReferenceEquals(object, object)

object.ToString()

Constructors

BaseModel(Loss<TPrediction>, SeededRandom?, string?)

public BaseModel(Loss<TPrediction> lossFunction, SeededRandom? random, string? modelFilePath = null)

Parameters

lossFunction Loss<TPrediction>

random SeededRandom

modelFilePath string

Methods

AddLayer<TLayerOut>(Layer<TInputData, TLayerOut>)

protected static LayerListBuilder<TInputData, TLayerOut> AddLayer<TLayerOut>(Layer<TInputData, TLayerOut> layer) where TLayerOut : notnull

Parameters

layer Layer<TInputData, TLayerOut>

Returns

LayerListBuilder<TInputData, TLayerOut>

Type Parameters

TLayerOut

CreateLayerListBuilder()

protected abstract LayerListBuilder<TInputData, TPrediction> CreateLayerListBuilder()

Returns

LayerListBuilder<TInputData, TPrediction>