Class CompoundDenseBinaryBpmTraining_EP

Inheritance

Object

CompoundDenseBinaryBpmTraining_EP

Implements

IGeneratedAlgorithm

Inherited Members

Object.Equals(Object)

Object.Equals(Object, Object)

Object.GetHashCode()

Object.GetType()

Object.MemberwiseClone()

Object.ReferenceEquals(Object, Object)

Object.ToString()

Namespace: Microsoft.ML.Probabilistic.Learners.BayesPointMachineClassifierInternal

Assembly: Microsoft.ML.Probabilistic.Learners.Classifier.dll

Syntax

public class CompoundDenseBinaryBpmTraining_EP : IGeneratedAlgorithm

Fields

Changed_FeatureCount_FeatureValues_InstanceCount_isDone

True if Changed_FeatureCount_FeatureValues_InstanceCount has executed. Set this to false to force re-execution of Changed_FeatureCount_FeatureValues_InstanceCount

Declaration

public bool Changed_FeatureCount_FeatureValues_InstanceCount_isDone

Field Value

Type	Description
Boolean

Changed_FeatureCount_FeatureValues_InstanceCount_Labels_numberOfIterations_WeightConstraints_WeightP12_isDone

True if Changed_FeatureCount_FeatureValues_InstanceCount_Labels_numberOfIterations_WeightConstraints_WeightP12 has executed. Set this to false to force re-execution of Changed_FeatureCount_FeatureValues_InstanceCount_Labels_numberOfIterations_WeightConstraints_WeightP12

Declaration

public bool Changed_FeatureCount_FeatureValues_InstanceCount_Labels_numberOfIterations_WeightConstraints_WeightP12_isDone

Field Value

Type	Description
Boolean

Changed_FeatureCount_FeatureValues_InstanceCount_numberOfIterationsDecreased_WeightPrecisionRateCons11_isDone

True if Changed_FeatureCount_FeatureValues_InstanceCount_numberOfIterationsDecreased_WeightPrecisionRateCons11 has executed. Set this to false to force re-execution of Changed_FeatureCount_FeatureValues_InstanceCount_numberOfIterationsDecreased_WeightPrecisionRateCons11

Declaration

public bool Changed_FeatureCount_FeatureValues_InstanceCount_numberOfIterationsDecreased_WeightPrecisionRateCons11_isDone

Field Value

Type	Description
Boolean

Changed_FeatureCount_FeatureValues_InstanceCount_numberOfIterationsDecreased_WeightPrecisionRateCons11_isInitialised

True if Changed_FeatureCount_FeatureValues_InstanceCount_numberOfIterationsDecreased_WeightPrecisionRateCons11 has performed initialisation. Set this to false to force re-execution of Changed_FeatureCount_FeatureValues_InstanceCount_numberOfIterationsDecreased_WeightPrecisionRateCons11

Declaration

public bool Changed_FeatureCount_FeatureValues_InstanceCount_numberOfIterationsDecreased_WeightPrecisionRateCons11_isInitialised

Field Value

Type	Description
Boolean

Changed_FeatureCount_FeatureValues_InstanceCount_WeightPrecisionRateConstraints_isDone

True if Changed_FeatureCount_FeatureValues_InstanceCount_WeightPrecisionRateConstraints has executed. Set this to false to force re-execution of Changed_FeatureCount_FeatureValues_InstanceCount_WeightPrecisionRateConstraints

Declaration

public bool Changed_FeatureCount_FeatureValues_InstanceCount_WeightPrecisionRateConstraints_isDone

Field Value

Type	Description
Boolean

Changed_FeatureCount_InstanceCount_isDone

True if Changed_FeatureCount_InstanceCount has executed. Set this to false to force re-execution of Changed_FeatureCount_InstanceCount

Declaration

public bool Changed_FeatureCount_InstanceCount_isDone

Field Value

Type	Description
Boolean

Changed_FeatureCount_InstanceCount_numberOfIterationsDecreased_Init_FeatureValues_Labels_WeightConst10_isDone

True if Changed_FeatureCount_InstanceCount_numberOfIterationsDecreased_Init_FeatureValues_Labels_WeightConst10 has executed. Set this to false to force re-execution of Changed_FeatureCount_InstanceCount_numberOfIterationsDecreased_Init_FeatureValues_Labels_WeightConst10

Declaration

public bool Changed_FeatureCount_InstanceCount_numberOfIterationsDecreased_Init_FeatureValues_Labels_WeightConst10_isDone

Field Value

Type	Description
Boolean

Changed_FeatureCount_InstanceCount_numberOfIterationsDecreased_Init_FeatureValues_Labels_WeightConst10_isInitialised

True if Changed_FeatureCount_InstanceCount_numberOfIterationsDecreased_Init_FeatureValues_Labels_WeightConst10 has performed initialisation. Set this to false to force re-execution of Changed_FeatureCount_InstanceCount_numberOfIterationsDecreased_Init_FeatureValues_Labels_WeightConst10

Declaration

public bool Changed_FeatureCount_InstanceCount_numberOfIterationsDecreased_Init_FeatureValues_Labels_WeightConst10_isInitialised

Field Value

Type	Description
Boolean

Changed_FeatureCount_isDone

True if Changed_FeatureCount has executed. Set this to false to force re-execution of Changed_FeatureCount

Declaration

public bool Changed_FeatureCount_isDone

Field Value

Type	Description
Boolean

Changed_FeatureCount_numberOfIterationsDecreased_Init_FeatureValues_InstanceCount_Labels_WeightConst2_isDone

True if Changed_FeatureCount_numberOfIterationsDecreased_Init_FeatureValues_InstanceCount_Labels_WeightConst2 has executed. Set this to false to force re-execution of Changed_FeatureCount_numberOfIterationsDecreased_Init_FeatureValues_InstanceCount_Labels_WeightConst2

Declaration

public bool Changed_FeatureCount_numberOfIterationsDecreased_Init_FeatureValues_InstanceCount_Labels_WeightConst2_isDone

Field Value

Type	Description
Boolean

Changed_FeatureCount_numberOfIterationsDecreased_Init_FeatureValues_InstanceCount_Labels_WeightConst2_isInitialised

True if Changed_FeatureCount_numberOfIterationsDecreased_Init_FeatureValues_InstanceCount_Labels_WeightConst2 has performed initialisation. Set this to false to force re-execution of Changed_FeatureCount_numberOfIterationsDecreased_Init_FeatureValues_InstanceCount_Labels_WeightConst2

Declaration

public bool Changed_FeatureCount_numberOfIterationsDecreased_Init_FeatureValues_InstanceCount_Labels_WeightConst2_isInitialised

Field Value

Type	Description
Boolean

Changed_FeatureCount_WeightConstraints_isDone

True if Changed_FeatureCount_WeightConstraints has executed. Set this to false to force re-execution of Changed_FeatureCount_WeightConstraints

Declaration

public bool Changed_FeatureCount_WeightConstraints_isDone

Field Value

Type	Description
Boolean

Changed_FeatureCount_WeightPrecisionRateConstraints_isDone

True if Changed_FeatureCount_WeightPrecisionRateConstraints has executed. Set this to false to force re-execution of Changed_FeatureCount_WeightPrecisionRateConstraints

Declaration

public bool Changed_FeatureCount_WeightPrecisionRateConstraints_isDone

Field Value

Type	Description
Boolean

Changed_InstanceCount_isDone

True if Changed_InstanceCount has executed. Set this to false to force re-execution of Changed_InstanceCount

Declaration

public bool Changed_InstanceCount_isDone

Field Value

Type	Description
Boolean

Changed_numberOfIterationsDecreased_Init_FeatureCount_FeatureValues_InstanceCount_Labels_WeightConst3_isDone

True if Changed_numberOfIterationsDecreased_Init_FeatureCount_FeatureValues_InstanceCount_Labels_WeightConst3 has executed. Set this to false to force re-execution of Changed_numberOfIterationsDecreased_Init_FeatureCount_FeatureValues_InstanceCount_Labels_WeightConst3

Declaration

public bool Changed_numberOfIterationsDecreased_Init_FeatureCount_FeatureValues_InstanceCount_Labels_WeightConst3_isDone

Field Value

Type	Description
Boolean

Changed_numberOfIterationsDecreased_Init_FeatureCount_FeatureValues_InstanceCount_Labels_WeightConst3_isInitialised

True if Changed_numberOfIterationsDecreased_Init_FeatureCount_FeatureValues_InstanceCount_Labels_WeightConst3 has performed initialisation. Set this to false to force re-execution of Changed_numberOfIterationsDecreased_Init_FeatureCount_FeatureValues_InstanceCount_Labels_WeightConst3

Declaration

public bool Changed_numberOfIterationsDecreased_Init_FeatureCount_FeatureValues_InstanceCount_Labels_WeightConst3_isInitialised

Field Value

Type	Description
Boolean

CommonWeightPrecision_F

Declaration

public Gamma CommonWeightPrecision_F

Field Value

Type	Description
Gamma

CommonWeightPrecision_rep_B

Declaration

public Gamma[] CommonWeightPrecision_rep_B

Field Value

Type	Description
Gamma[]

CommonWeightPrecision_rep_B_toDef

Buffer for ReplicateOp_Divide.Marginal<Gamma>

Declaration

public Gamma CommonWeightPrecision_rep_B_toDef

Field Value

Type	Description
Gamma

CommonWeightPrecision_rep_F

Declaration

public Gamma[] CommonWeightPrecision_rep_F

Field Value

Type	Description
Gamma[]

CommonWeightPrecision_rep_F_marginal

Buffer for ReplicateOp_Divide.UsesAverageConditional<Gamma>

Declaration

public Gamma CommonWeightPrecision_rep_F_marginal

Field Value

Type	Description
Gamma

Constant_isDone

True if Constant has executed. Set this to false to force re-execution of Constant

Declaration

public bool Constant_isDone

Field Value

Type	Description
Boolean

FeatureScores_B

Declaration

public DistributionStructArray<Gaussian, double>[] FeatureScores_B

Field Value

Type	Description
DistributionStructArray<Gaussian, Double>[]

FeatureScores_F

Declaration

public DistributionStructArray<Gaussian, double>[] FeatureScores_F

Field Value

Type	Description
DistributionStructArray<Gaussian, Double>[]

NoisyScore_F

Declaration

public Gaussian[] NoisyScore_F

Field Value

Type	Description
Gaussian[]

NoisyScore_use_B

Message from use of 'NoisyScore'

Declaration

public Gaussian[] NoisyScore_use_B

Field Value

Type	Description
Gaussian[]

Score_B

Declaration

public Gaussian[] Score_B

Field Value

Type	Description
Gaussian[]

Score_F

Declaration

public Gaussian[] Score_F

Field Value

Type	Description
Gaussian[]

SharedWeightPrecisionRates_B_FeatureRange__Q

Buffer for GammaFromShapeAndRateOp_Laplace.SampleAverageConditional

Declaration

public Gamma[] SharedWeightPrecisionRates_B_FeatureRange__Q

Field Value

Type	Description
Gamma[]

SharedWeightPrecisionRates_F

Declaration

public DistributionStructArray<Gamma, double> SharedWeightPrecisionRates_F

Field Value

Type	Description
DistributionStructArray<Gamma, Double>

SharedWeightPrecisionRates_use_B

Message from use of 'SharedWeightPrecisionRates'

Declaration

public DistributionStructArray<Gamma, double> SharedWeightPrecisionRates_use_B

Field Value

Type	Description
DistributionStructArray<Gamma, Double>

SharedWeightPrecisionRates_uses_B

Messages from uses of 'SharedWeightPrecisionRates_use'

Declaration

public Gamma[][] SharedWeightPrecisionRates_uses_B

Field Value

Type	Description
Gamma[][]

SharedWeightPrecisionRates_uses_F

Messages to uses of 'SharedWeightPrecisionRates_use'

Declaration

public Gamma[][] SharedWeightPrecisionRates_uses_F

Field Value

Type	Description
Gamma[][]

WeightPrecisionRateRates_F_reduced

Declaration

public Gamma WeightPrecisionRateRates_F_reduced

Field Value

Type	Description
Gamma

WeightPrecisionRates_rep_B

Declaration

public Gamma[][] WeightPrecisionRates_rep_B

Field Value

Type	Description
Gamma[][]

WeightPrecisionRates_rep_B_toDef

Buffer for ReplicateOp_Divide.Marginal<Gamma>

Declaration

public Gamma[] WeightPrecisionRates_rep_B_toDef

Field Value

Type	Description
Gamma[]

WeightPrecisionRates_use_B

Message from use of 'WeightPrecisionRates'

Declaration

public DistributionStructArray<Gamma, double> WeightPrecisionRates_use_B

Field Value

Type	Description
DistributionStructArray<Gamma, Double>

WeightPrecisionRates_uses_B

Messages from uses of 'WeightPrecisionRates_use'

Declaration

public Gamma[][] WeightPrecisionRates_uses_B

Field Value

Type	Description
Gamma[][]

WeightPrecisionRates_uses_F

Messages to uses of 'WeightPrecisionRates_use'

Declaration

public Gamma[][] WeightPrecisionRates_uses_F

Field Value

Type	Description
Gamma[][]

WeightPrecisions_B

Declaration

public DistributionStructArray<Gamma, double> WeightPrecisions_B

Field Value

Type	Description
DistributionStructArray<Gamma, Double>

WeightPrecisions_B_FeatureRange__Q

Buffer for GammaRatioOp_Laplace.AAverageConditional

Declaration

public Gamma[] WeightPrecisions_B_FeatureRange__Q

Field Value

Type	Description
Gamma[]

WeightPrecisions_F

Declaration

public DistributionStructArray<Gamma, double> WeightPrecisions_F

Field Value

Type	Description
DistributionStructArray<Gamma, Double>

Weights_F

Declaration

public DistributionStructArray<Gaussian, double> Weights_F

Field Value

Type	Description
DistributionStructArray<Gaussian, Double>

Weights_marginal_F

Message to marginal of 'Weights'

Declaration

public DistributionStructArray<Gaussian, double> Weights_marginal_F

Field Value

Type	Description
DistributionStructArray<Gaussian, Double>

Weights_rep_B

Declaration

public Gaussian[][] Weights_rep_B

Field Value

Type	Description
Gaussian[][]

Weights_rep_B_toDef

Buffer for ReplicateOp_Divide.Marginal<Gaussian>

Declaration

public Gaussian[] Weights_rep_B_toDef

Field Value

Type	Description
Gaussian[]

Weights_rep_F

Declaration

public Gaussian[][] Weights_rep_F

Field Value

Type	Description
Gaussian[][]

Weights_rep_F_marginal

Buffer for ReplicateOp_Divide.UsesAverageConditional<Gaussian>

Declaration

public Gaussian[] Weights_rep_F_marginal

Field Value

Type	Description
Gaussian[]

Weights_use_B

Message from use of 'Weights'

Declaration

public DistributionStructArray<Gaussian, double> Weights_use_B

Field Value

Type	Description
DistributionStructArray<Gaussian, Double>

Weights_uses_B

Messages from uses of 'Weights_use'

Declaration

public Gaussian[][] Weights_uses_B

Field Value

Type	Description
Gaussian[][]

Weights_uses_F

Messages to uses of 'Weights_use'

Declaration

public Gaussian[][] Weights_uses_F

Field Value

Type	Description
Gaussian[][]

Properties

FeatureCount

The externally-specified value of 'FeatureCount'

Declaration

public int FeatureCount { get; set; }

Property Value

Type	Description
Int32

FeatureValues

The externally-specified value of 'FeatureValues'

Declaration

public double[][] FeatureValues { get; set; }

Property Value

Type	Description
Double[][]

InstanceCount

The externally-specified value of 'InstanceCount'

Declaration

public int InstanceCount { get; set; }

Property Value

Type	Description
Int32

Labels

The externally-specified value of 'Labels'

Declaration

public bool[] Labels { get; set; }

Property Value

Type	Description
Boolean[]

NumberOfIterationsDone

The number of iterations done from the initial state

Declaration

public int NumberOfIterationsDone { get; }

Property Value

Type	Description
Int32

WeightConstraints

The externally-specified value of 'WeightConstraints'

Declaration

public DistributionStructArray<Gaussian, double> WeightConstraints { get; set; }

Property Value

Type	Description
DistributionStructArray<Gaussian, Double>

WeightPrecisionRateConstraints

The externally-specified value of 'WeightPrecisionRateConstraints'

Declaration

public DistributionStructArray<Gamma, double> WeightPrecisionRateConstraints { get; set; }

Property Value

Type	Description
DistributionStructArray<Gamma, Double>

Methods

Execute(Int32)

Update all marginals, by iterating message-passing the given number of times

Declaration

public void Execute(int numberOfIterations)

Parameters

Type	Name	Description
Int32	numberOfIterations	The total number of iterations that should be executed for the current set of observed values. If this is more than the number already done, only the extra iterations are done. If this is less than the number already done, message-passing is restarted from the beginning. Changing the observed values resets the iteration count to 0.

GetObservedValue(String)

Get the observed value of the specified variable.

Declaration

public object GetObservedValue(string variableName)

Parameters

Type	Name	Description
String	variableName	Variable name

Returns

Type	Description
Object

Marginal(String)

Get the marginal distribution (computed up to this point) of a variable

Declaration

public object Marginal(string variableName)

Parameters

Type	Name	Description
String	variableName	Name of the variable in the generated code

Returns

Type	Description
Object	The marginal distribution computed up to this point

Remarks

Execute, Update, or Reset must be called first to set the value of the marginal.

Marginal(String, String)

Get the query-specific marginal distribution of a variable.

Declaration

public object Marginal(string variableName, string query)

Parameters

Type	Name	Description
String	variableName	Name of the variable in the generated code
String	query	QueryType name. For example, GibbsSampling answers 'Marginal', 'Samples', and 'Conditionals' queries

Returns

Type	Description
Object

Remarks

Execute, Update, or Reset must be called first to set the value of the marginal.

Marginal<T>(String)

Get the marginal distribution (computed up to this point) of a variable, converted to type T

Declaration

public T Marginal<T>(string variableName)

Parameters

Type	Name	Description
String	variableName	Name of the variable in the generated code

Returns

Type	Description
T	The marginal distribution computed up to this point

Type Parameters

Name	Description
T	The distribution type.

Remarks

Execute, Update, or Reset must be called first to set the value of the marginal.

Marginal<T>(String, String)

Get the query-specific marginal distribution of a variable, converted to type T

Declaration

public T Marginal<T>(string variableName, string query)

Parameters

Type	Name	Description
String	variableName	Name of the variable in the generated code
String	query	QueryType name. For example, GibbsSampling answers 'Marginal', 'Samples', and 'Conditionals' queries

Returns

Type	Description
T

Type Parameters

Name	Description
T	The distribution type.

Remarks

Execute, Update, or Reset must be called first to set the value of the marginal.

Reset()

Reset all messages to their initial values. Sets NumberOfIterationsDone to 0.

Declaration

public void Reset()

SetObservedValue(String, Object)

Set the observed value of the specified variable.

Declaration

public void SetObservedValue(string variableName, object value)

Parameters

Type	Name	Description
String	variableName	Variable name
Object	value	Observed value

Update(Int32)

Update all marginals, by iterating message-passing an additional number of times

Declaration

public void Update(int additionalIterations)

Parameters

Type	Name	Description
Int32	additionalIterations	The number of iterations that should be executed, starting from the current message state. Messages are not reset, even if observed values have changed.

WeightPrecisionRatesMarginalDividedByPrior()

Returns the output message (the posterior divided by the prior) for 'WeightPrecisionRates' given by the current state of the message passing algorithm.

Declaration

public DistributionStructArray<Gamma, double> WeightPrecisionRatesMarginalDividedByPrior()

Returns

Type	Description
DistributionStructArray<Gamma, Double>	The output message (the posterior divided by the prior)

WeightsMarginal()

Returns the marginal distribution for 'Weights' given by the current state of the message passing algorithm.

Declaration

public DistributionStructArray<Gaussian, double> WeightsMarginal()

Returns

Type	Description
DistributionStructArray<Gaussian, Double>	The marginal distribution

WeightsMarginalDividedByPrior()

Returns the output message (the posterior divided by the prior) for 'Weights' given by the current state of the message passing algorithm.

Declaration

public DistributionStructArray<Gaussian, double> WeightsMarginalDividedByPrior()

Returns

Type	Description
DistributionStructArray<Gaussian, Double>	The output message (the posterior divided by the prior)

Events

ProgressChanged

Event that is fired when the progress of inference changes, typically at the end of one iteration of the inference algorithm.

Declaration

public event EventHandler<ProgressChangedEventArgs> ProgressChanged

Event Type

Type	Description
EventHandler<ProgressChangedEventArgs>

Implements

IGeneratedAlgorithm