Class GaussianSparseMulticlassBpmTraining_EP

Inheritance

Object

GaussianSparseMulticlassBpmTraining_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 GaussianSparseMulticlassBpmTraining_EP : IGeneratedAlgorithm

Fields

Changed_ClassCount_FeatureCount_FeatureIndexes_FeatureValues_InstanceCount_InstanceFeatureCounts_Lab12_isDone

True if Changed_ClassCount_FeatureCount_FeatureIndexes_FeatureValues_InstanceCount_InstanceFeatureCounts_Lab12 has executed. Set this to false to force re-execution of Changed_ClassCount_FeatureCount_FeatureIndexes_FeatureValues_InstanceCount_InstanceFeatureCounts_Lab12

Declaration

public bool Changed_ClassCount_FeatureCount_FeatureIndexes_FeatureValues_InstanceCount_InstanceFeatureCounts_Lab12_isDone

Field Value

Type	Description
Boolean

Changed_ClassCount_FeatureCount_isDone

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

Declaration

public bool Changed_ClassCount_FeatureCount_isDone

Field Value

Type	Description
Boolean

Changed_ClassCount_FeatureCount_numberOfIterationsDecreased_Init_FeatureIndexes_FeatureValues_Instan3_isDone

True if Changed_ClassCount_FeatureCount_numberOfIterationsDecreased_Init_FeatureIndexes_FeatureValues_Instan3 has executed. Set this to false to force re-execution of Changed_ClassCount_FeatureCount_numberOfIterationsDecreased_Init_FeatureIndexes_FeatureValues_Instan3

Declaration

public bool Changed_ClassCount_FeatureCount_numberOfIterationsDecreased_Init_FeatureIndexes_FeatureValues_Instan3_isDone

Field Value

Type	Description
Boolean

Changed_ClassCount_FeatureCount_numberOfIterationsDecreased_Init_FeatureIndexes_FeatureValues_Instan3_isInitialised

True if Changed_ClassCount_FeatureCount_numberOfIterationsDecreased_Init_FeatureIndexes_FeatureValues_Instan3 has performed initialisation. Set this to false to force re-execution of Changed_ClassCount_FeatureCount_numberOfIterationsDecreased_Init_FeatureIndexes_FeatureValues_Instan3

Declaration

public bool Changed_ClassCount_FeatureCount_numberOfIterationsDecreased_Init_FeatureIndexes_FeatureValues_Instan3_isInitialised

Field Value

Type	Description
Boolean

Changed_ClassCount_FeatureCount_WeightConstraints_isDone

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

Declaration

public bool Changed_ClassCount_FeatureCount_WeightConstraints_isDone

Field Value

Type	Description
Boolean

Changed_ClassCount_InstanceCount_InstanceFeatureCounts_isDone

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

Declaration

public bool Changed_ClassCount_InstanceCount_InstanceFeatureCounts_isDone

Field Value

Type	Description
Boolean

Changed_ClassCount_InstanceCount_InstanceFeatureCounts_numberOfIterationsDecreased_Init_FeatureCount11_isDone

True if Changed_ClassCount_InstanceCount_InstanceFeatureCounts_numberOfIterationsDecreased_Init_FeatureCount11 has executed. Set this to false to force re-execution of Changed_ClassCount_InstanceCount_InstanceFeatureCounts_numberOfIterationsDecreased_Init_FeatureCount11

Declaration

public bool Changed_ClassCount_InstanceCount_InstanceFeatureCounts_numberOfIterationsDecreased_Init_FeatureCount11_isDone

Field Value

Type	Description
Boolean

Changed_ClassCount_InstanceCount_InstanceFeatureCounts_numberOfIterationsDecreased_Init_FeatureCount11_isInitialised

True if Changed_ClassCount_InstanceCount_InstanceFeatureCounts_numberOfIterationsDecreased_Init_FeatureCount11 has performed initialisation. Set this to false to force re-execution of Changed_ClassCount_InstanceCount_InstanceFeatureCounts_numberOfIterationsDecreased_Init_FeatureCount11

Declaration

public bool Changed_ClassCount_InstanceCount_InstanceFeatureCounts_numberOfIterationsDecreased_Init_FeatureCount11_isInitialised

Field Value

Type	Description
Boolean

Changed_ClassCount_InstanceCount_isDone

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

Declaration

public bool Changed_ClassCount_InstanceCount_isDone

Field Value

Type	Description
Boolean

Changed_ClassCount_InstanceCount_Labels_isDone

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

Declaration

public bool Changed_ClassCount_InstanceCount_Labels_isDone

Field Value

Type	Description
Boolean

Changed_ClassCount_InstanceCount_Labels_numberOfIterationsDecreased_Init_FeatureCount_FeatureIndexes10_isDone

True if Changed_ClassCount_InstanceCount_Labels_numberOfIterationsDecreased_Init_FeatureCount_FeatureIndexes10 has executed. Set this to false to force re-execution of Changed_ClassCount_InstanceCount_Labels_numberOfIterationsDecreased_Init_FeatureCount_FeatureIndexes10

Declaration

public bool Changed_ClassCount_InstanceCount_Labels_numberOfIterationsDecreased_Init_FeatureCount_FeatureIndexes10_isDone

Field Value

Type	Description
Boolean

Changed_ClassCount_InstanceCount_Labels_numberOfIterationsDecreased_Init_FeatureCount_FeatureIndexes10_isInitialised

True if Changed_ClassCount_InstanceCount_Labels_numberOfIterationsDecreased_Init_FeatureCount_FeatureIndexes10 has performed initialisation. Set this to false to force re-execution of Changed_ClassCount_InstanceCount_Labels_numberOfIterationsDecreased_Init_FeatureCount_FeatureIndexes10

Declaration

public bool Changed_ClassCount_InstanceCount_Labels_numberOfIterationsDecreased_Init_FeatureCount_FeatureIndexes10_isInitialised

Field Value

Type	Description
Boolean

Changed_ClassCount_isDone

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

Declaration

public bool Changed_ClassCount_isDone

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_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

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 DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]>[] FeatureScores_B

Field Value

Type	Description
DistributionRefArray<DistributionStructArray<Gaussian, Double>, Double[]>[]

FeatureScores_F

Declaration

public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]>[] FeatureScores_F

Field Value

Type	Description
DistributionRefArray<DistributionStructArray<Gaussian, Double>, Double[]>[]

IndexedWeights_B

Declaration

public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]>[] IndexedWeights_B

Field Value

Type	Description
DistributionRefArray<DistributionStructArray<Gaussian, Double>, Double[]>[]

MaxNoisyScore_0__B

Declaration

public Gaussian[][][] MaxNoisyScore_0__B

Field Value

Type	Description
Gaussian[][][]

MaxNoisyScore_rep_B

Declaration

public Gaussian[][][] MaxNoisyScore_rep_B

Field Value

Type	Description
Gaussian[][][]

MaxNoisyScore_rep_B_toDef

Buffer for ReplicateOp_Divide.Marginal<Gaussian>

Declaration

public Gaussian[][] MaxNoisyScore_rep_B_toDef

Field Value

Type	Description
Gaussian[][]

MaxNoisyScore_rep_F

Declaration

public Gaussian[][][] MaxNoisyScore_rep_F

Field Value

Type	Description
Gaussian[][][]

MaxNoisyScore_rep_F_marginal

Buffer for ReplicateOp_Divide.UsesAverageConditional<Gaussian>

Declaration

public Gaussian[][] MaxNoisyScore_rep_F_marginal

Field Value

Type	Description
Gaussian[][]

NoisyScoreDeltas_B

Declaration

public Gaussian[][][] NoisyScoreDeltas_B

Field Value

Type	Description
Gaussian[][][]

NoisyScoreDeltas_F

Declaration

public Gaussian[][][] NoisyScoreDeltas_F

Field Value

Type	Description
Gaussian[][][]

NoisyScores_ClassRange_ClassMaxNoisyScore_B

Declaration

public DistributionStructArray<Gaussian, double>[][] NoisyScores_ClassRange_ClassMaxNoisyScore_B

Field Value

Type	Description
DistributionStructArray<Gaussian, Double>[][]

NoisyScores_ClassRange_ClassMaxNoisyScore_ClassRange_0__B

Declaration

public Gaussian[][][] NoisyScores_ClassRange_ClassMaxNoisyScore_ClassRange_0__B

Field Value

Type	Description
Gaussian[][][]

NoisyScores_F

Declaration

public DistributionStructArray<Gaussian, double>[] NoisyScores_F

Field Value

Type	Description
DistributionStructArray<Gaussian, Double>[]

NoisyScores_use_B

Message from use of 'NoisyScores'

Declaration

public DistributionStructArray<Gaussian, double>[] NoisyScores_use_B

Field Value

Type	Description
DistributionStructArray<Gaussian, Double>[]

Scores_B

Declaration

public DistributionStructArray<Gaussian, double>[] Scores_B

Field Value

Type	Description
DistributionStructArray<Gaussian, Double>[]

Scores_F

Declaration

public DistributionStructArray<Gaussian, double>[] Scores_F

Field Value

Type	Description
DistributionStructArray<Gaussian, Double>[]

SharedWeightsFirst_F

Declaration

public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]> SharedWeightsFirst_F

Field Value

Type	Description
DistributionRefArray<DistributionStructArray<Gaussian, Double>, Double[]>

TransposedWeights_B

Declaration

public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]> TransposedWeights_B

Field Value

Type	Description
DistributionRefArray<DistributionStructArray<Gaussian, Double>, Double[]>

TransposedWeights_F

Declaration

public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]> TransposedWeights_F

Field Value

Type	Description
DistributionRefArray<DistributionStructArray<Gaussian, Double>, Double[]>

TransposedWeightSums_reduced

Declaration

public double TransposedWeightSums_reduced

Field Value

Type	Description
Double

vbool12

The constant 'vbool12'

Declaration

public bool[][][] vbool12

Field Value

Type	Description
Boolean[][][]

vdouble87_B

Declaration

public Gaussian[][][] vdouble87_B

Field Value

Type	Description
Gaussian[][][]

Weights_depth1_B

Declaration

public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]> Weights_depth1_B

Field Value

Type	Description
DistributionRefArray<DistributionStructArray<Gaussian, Double>, Double[]>

Weights_depth1_F

Declaration

public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]> Weights_depth1_F

Field Value

Type	Description
DistributionRefArray<DistributionStructArray<Gaussian, Double>, Double[]>

Weights_depth1_F_ClassRange__marginal

Buffer for JaggedSubarrayOp<double>.ItemsAverageConditional<DistributionStructArray<Gaussian, double>, Gaussian, DistributionStructArray<Gaussian, double>>

Declaration

public DistributionStructArray<Gaussian, double>[] Weights_depth1_F_ClassRange__marginal

Field Value

Type	Description
DistributionStructArray<Gaussian, Double>[]

Weights_F

Declaration

public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]> Weights_F

Field Value

Type	Description
DistributionRefArray<DistributionStructArray<Gaussian, Double>, Double[]>

Weights_FeatureIndexes_B

Declaration

public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]>[] Weights_FeatureIndexes_B

Field Value

Type	Description
DistributionRefArray<DistributionStructArray<Gaussian, Double>, Double[]>[]

Weights_FeatureIndexes_F

Declaration

public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]>[] Weights_FeatureIndexes_F

Field Value

Type	Description
DistributionRefArray<DistributionStructArray<Gaussian, Double>, Double[]>[]

Weights_marginal_F

Message to marginal of 'Weights'

Declaration

public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]> Weights_marginal_F

Field Value

Type	Description
DistributionRefArray<DistributionStructArray<Gaussian, Double>, Double[]>

Weights_use_B

Message from use of 'Weights'

Declaration

public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]> Weights_use_B

Field Value

Type	Description
DistributionRefArray<DistributionStructArray<Gaussian, Double>, 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

ClassCount

The externally-specified value of 'ClassCount'

Declaration

public int ClassCount { get; set; }

Property Value

Type	Description
Int32

FeatureCount

The externally-specified value of 'FeatureCount'

Declaration

public int FeatureCount { get; set; }

Property Value

Type	Description
Int32

FeatureIndexes

The externally-specified value of 'FeatureIndexes'

Declaration

public int[][] FeatureIndexes { 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

InstanceFeatureCounts

The externally-specified value of 'InstanceFeatureCounts'

Declaration

public int[] InstanceFeatureCounts { get; set; }

Property Value

Type	Description
Int32[]

Labels

The externally-specified value of 'Labels'

Declaration

public int[] Labels { get; set; }

Property Value

Type	Description
Int32[]

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 DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]> WeightConstraints { get; set; }

Property Value

Type	Description
DistributionRefArray<DistributionStructArray<Gaussian, Double>, Double[]>

WeightPriors

The externally-specified value of 'WeightPriors'

Declaration

public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]> WeightPriors { get; set; }

Property Value

Type	Description
DistributionRefArray<DistributionStructArray<Gaussian, Double>, 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.

WeightsMarginal()

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

Declaration

public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]> WeightsMarginal()

Returns

Type	Description
DistributionRefArray<DistributionStructArray<Gaussian, Double>, 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 DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]> WeightsMarginalDividedByPrior()

Returns

Type	Description
DistributionRefArray<DistributionStructArray<Gaussian, Double>, 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