FieldAwareFactorizationMachineModelParameters Class

  • Reference

Definition

Namespace:
Microsoft.ML.Trainers
Assembly:
Microsoft.ML.StandardTrainers.dll
Package:
Microsoft.ML v3.0.1
Package:
Microsoft.ML v1.0.0
Package:
Microsoft.ML v1.1.0
Package:
Microsoft.ML v1.2.0
Package:
Microsoft.ML v1.3.1
Package:
Microsoft.ML v1.4.0
Package:
Microsoft.ML v1.5.5
Package:
Microsoft.ML v1.6.0
Package:
Microsoft.ML v1.7.0
Package:
Microsoft.ML v2.0.0

Model parameters for FieldAwareFactorizationMachineTrainer.

public sealed class FieldAwareFactorizationMachineModelParameters : Microsoft.ML.Trainers.ModelParametersBase<float>
type FieldAwareFactorizationMachineModelParameters = class
    inherit ModelParametersBase<single>
Public NotInheritable Class FieldAwareFactorizationMachineModelParameters
Inherits ModelParametersBase(Of Single)
Inheritance
Object
ModelParametersBase<Single>
FieldAwareFactorizationMachineModelParameters

Properties

FeatureCount

Get the number of features. It's the symbol n in the doc: https://github.com/wschin/fast-ffm/blob/master/fast-ffm.pdf
FieldCount

Get the number of fields. It's the symbol m in the doc: https://github.com/wschin/fast-ffm/blob/master/fast-ffm.pdf
LatentDimension

Get the latent dimension. It's the length of v_{j, f} in the doc: https://github.com/wschin/fast-ffm/blob/master/fast-ffm.pdf

Methods

GetLatentWeights()

Latent representation of each feature. Note that one feature may have FieldCount latent vectors and each latent vector contains LatentDimension values. In the f-th field, the j-th feature's latent vector, v_{j, f} in the doc https://github.com/wschin/fast-ffm/blob/master/fast-ffm.pdf, starts at latentWeights[j * fieldCount * latentDim + f * latentDim]. The k-th element in v_{j, f} is latentWeights[j * fieldCount * latentDim + f * latentDim + k]. The size of the returned value is featureCount x fieldCount x latentDim.
GetLinearWeights()

The linear coefficients of the features. It's the symbol w in the doc: https://github.com/wschin/fast-ffm/blob/master/fast-ffm.pdf

Explicit Interface Implementations

ICanSaveModel.Save(ModelSaveContext) (Inherited from ModelParametersBase<TOutput>)

Applies to