Class GaussianSparseMulticlassBpmTrainingEvidence_EP
Inheritance
GaussianSparseMulticlassBpmTrainingEvidence_EP
Assembly: Microsoft.ML.Probabilistic.Learners.Classifier.dll
Syntax
public class GaussianSparseMulticlassBpmTrainingEvidence_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
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
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
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
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
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
Changed_ClassCount_InstanceCount_InstanceFeatureCounts_numberOfIterationsDecreased_Init_FeatureCount8_isDone
True if Changed_ClassCount_InstanceCount_InstanceFeatureCounts_numberOfIterationsDecreased_Init_FeatureCount8 has executed. Set this to false to force re-execution of Changed_ClassCount_InstanceCount_InstanceFeatureCounts_numberOfIterationsDecreased_Init_FeatureCount8
Declaration
public bool Changed_ClassCount_InstanceCount_InstanceFeatureCounts_numberOfIterationsDecreased_Init_FeatureCount8_isDone
Field Value
Changed_ClassCount_InstanceCount_InstanceFeatureCounts_numberOfIterationsDecreased_Init_FeatureCount8_isInitialised
True if Changed_ClassCount_InstanceCount_InstanceFeatureCounts_numberOfIterationsDecreased_Init_FeatureCount8 has performed initialisation. Set this to false to force re-execution of Changed_ClassCount_InstanceCount_InstanceFeatureCounts_numberOfIterationsDecreased_Init_FeatureCount8
Declaration
public bool Changed_ClassCount_InstanceCount_InstanceFeatureCounts_numberOfIterationsDecreased_Init_FeatureCount8_isInitialised
Field Value
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
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
Changed_ClassCount_InstanceCount_Labels_numberOfIterationsDecreased_Init_FeatureCount_FeatureIndexes11_isDone
True if Changed_ClassCount_InstanceCount_Labels_numberOfIterationsDecreased_Init_FeatureCount_FeatureIndexes11 has executed. Set this to false to force re-execution of Changed_ClassCount_InstanceCount_Labels_numberOfIterationsDecreased_Init_FeatureCount_FeatureIndexes11
Declaration
public bool Changed_ClassCount_InstanceCount_Labels_numberOfIterationsDecreased_Init_FeatureCount_FeatureIndexes11_isDone
Field Value
Changed_ClassCount_InstanceCount_Labels_numberOfIterationsDecreased_Init_FeatureCount_FeatureIndexes11_isInitialised
True if Changed_ClassCount_InstanceCount_Labels_numberOfIterationsDecreased_Init_FeatureCount_FeatureIndexes11 has performed initialisation. Set this to false to force re-execution of Changed_ClassCount_InstanceCount_Labels_numberOfIterationsDecreased_Init_FeatureCount_FeatureIndexes11
Declaration
public bool Changed_ClassCount_InstanceCount_Labels_numberOfIterationsDecreased_Init_FeatureCount_FeatureIndexes11_isInitialised
Field Value
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
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
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
Changed_InstanceCount_Labels_isDone
True if Changed_InstanceCount_Labels has executed. Set this to false to force re-execution of Changed_InstanceCount_Labels
Declaration
public bool Changed_InstanceCount_Labels_isDone
Field Value
Constant_isDone
True if Constant has executed. Set this to false to force re-execution of Constant
Declaration
public bool Constant_isDone
Field Value
FeatureScores_B
Declaration
public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]>[] FeatureScores_B
Field Value
FeatureScores_F
Declaration
public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]>[] FeatureScores_F
Field Value
IndexedWeights_B
Declaration
public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]>[] IndexedWeights_B
Field Value
MaxNoisyScore_0__B
Declaration
public Gaussian[][][] MaxNoisyScore_0__B
Field Value
MaxNoisyScore_rep_B
Declaration
public Gaussian[][][] MaxNoisyScore_rep_B
Field Value
MaxNoisyScore_rep_B_toDef
Buffer for ReplicateOp_Divide.Marginal<Gaussian>
Declaration
public Gaussian[][] MaxNoisyScore_rep_B_toDef
Field Value
MaxNoisyScore_rep_F
Declaration
public Gaussian[][][] MaxNoisyScore_rep_F
Field Value
MaxNoisyScore_rep_F_marginal
Buffer for ReplicateOp_Divide.UsesAverageConditional<Gaussian>
Declaration
public Gaussian[][] MaxNoisyScore_rep_F_marginal
Field Value
ModelSelector_marginal_F
Message to marginal of 'ModelSelector'
Declaration
public Bernoulli ModelSelector_marginal_F
Field Value
ModelSelector_selector_B
Declaration
public Bernoulli ModelSelector_selector_B
Field Value
ModelSelector_selector_cases_0_B
Declaration
public Bernoulli ModelSelector_selector_cases_0_B
Field Value
ModelSelector_selector_cases_0_rep11_B
Declaration
public Bernoulli[] ModelSelector_selector_cases_0_rep11_B
Field Value
ModelSelector_selector_cases_0_rep11_uses_B
Messages from uses of 'ModelSelector_selector_cases_0_rep11'
Declaration
public Bernoulli[][] ModelSelector_selector_cases_0_rep11_uses_B
Field Value
ModelSelector_selector_cases_0_rep16_B
Declaration
public Bernoulli[] ModelSelector_selector_cases_0_rep16_B
Field Value
ModelSelector_selector_cases_0_rep23_B
Declaration
public Bernoulli[] ModelSelector_selector_cases_0_rep23_B
Field Value
ModelSelector_selector_cases_0_rep23_uses_B
Messages from uses of 'ModelSelector_selector_cases_0_rep23'
Declaration
public Bernoulli[][] ModelSelector_selector_cases_0_rep23_uses_B
Field Value
ModelSelector_selector_cases_0_rep27_B
Declaration
public Bernoulli[] ModelSelector_selector_cases_0_rep27_B
Field Value
ModelSelector_selector_cases_0_rep27_rep_B
Declaration
public Bernoulli[][] ModelSelector_selector_cases_0_rep27_rep_B
Field Value
ModelSelector_selector_cases_0_rep27_rep_uses_B
Messages from uses of 'ModelSelector_selector_cases_0_rep27_rep'
Declaration
public Bernoulli[][][] ModelSelector_selector_cases_0_rep27_rep_uses_B
Field Value
ModelSelector_selector_cases_0_rep28_B
Declaration
public Bernoulli[] ModelSelector_selector_cases_0_rep28_B
Field Value
ModelSelector_selector_cases_0_rep28_rep_B
Declaration
public Bernoulli[][] ModelSelector_selector_cases_0_rep28_rep_B
Field Value
ModelSelector_selector_cases_0_rep31_B
Declaration
public Bernoulli[] ModelSelector_selector_cases_0_rep31_B
Field Value
ModelSelector_selector_cases_0_rep32_B
Declaration
public Bernoulli[] ModelSelector_selector_cases_0_rep32_B
Field Value
ModelSelector_selector_cases_0_rep32_B_reduced
Declaration
public Bernoulli ModelSelector_selector_cases_0_rep32_B_reduced
Field Value
ModelSelector_selector_cases_0_rep4_B
Declaration
public Bernoulli[] ModelSelector_selector_cases_0_rep4_B
Field Value
ModelSelector_selector_cases_0_rep4_rep_B
Declaration
public Bernoulli[][] ModelSelector_selector_cases_0_rep4_rep_B
Field Value
ModelSelector_selector_cases_0_rep4_rep_uses_B
Messages from uses of 'ModelSelector_selector_cases_0_rep4_rep'
Declaration
public Bernoulli[][][] ModelSelector_selector_cases_0_rep4_rep_uses_B
Field Value
ModelSelector_selector_cases_0_uses_B
Messages from uses of 'ModelSelector_selector_cases_0'
Declaration
public Bernoulli[] ModelSelector_selector_cases_0_uses_B
Field Value
ModelSelector_selector_cases_B
Declaration
public DistributionStructArray<Bernoulli, bool> ModelSelector_selector_cases_B
Field Value
NoisyScoreDeltas_B
Declaration
public Gaussian[][][] NoisyScoreDeltas_B
Field Value
NoisyScoreDeltas_F
Declaration
public Gaussian[][][] NoisyScoreDeltas_F
Field Value
NoisyScores_ClassRange_ClassMaxNoisyScore_B
Declaration
public DistributionStructArray<Gaussian, double>[][] NoisyScores_ClassRange_ClassMaxNoisyScore_B
Field Value
NoisyScores_ClassRange_ClassMaxNoisyScore_ClassRange_0__B
Declaration
public Gaussian[][][] NoisyScores_ClassRange_ClassMaxNoisyScore_ClassRange_0__B
Field Value
NoisyScores_F
Declaration
public DistributionStructArray<Gaussian, double>[] NoisyScores_F
Field Value
NoisyScores_use_B
Message from use of 'NoisyScores'
Declaration
public DistributionStructArray<Gaussian, double>[] NoisyScores_use_B
Field Value
Scores_B
Declaration
public DistributionStructArray<Gaussian, double>[] Scores_B
Field Value
Scores_F
Declaration
public DistributionStructArray<Gaussian, double>[] Scores_F
Field Value
SharedWeightsFirst_F
Declaration
public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]> SharedWeightsFirst_F
Field Value
TransposedWeights_B
Declaration
public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]> TransposedWeights_B
Field Value
TransposedWeights_F
Declaration
public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]> TransposedWeights_F
Field Value
TransposedWeightSums_reduced
Declaration
public double TransposedWeightSums_reduced
Field Value
vBernoulli3
The constant 'vBernoulli3'
Declaration
public Bernoulli vBernoulli3
Field Value
vbool44
Declaration
public bool[][][] vbool44
Field Value
vdouble418_B
Declaration
public Gaussian[][][] vdouble418_B
Field Value
Weights_depth0_F
Declaration
public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]> Weights_depth0_F
Field Value
Weights_depth1_B
Declaration
public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]> Weights_depth1_B
Field Value
Weights_depth1_F
Declaration
public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]> Weights_depth1_F
Field Value
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
Weights_F
Declaration
public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]> Weights_F
Field Value
Weights_FeatureIndexes_B
Declaration
public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]>[] Weights_FeatureIndexes_B
Field Value
Weights_FeatureIndexes_F
Declaration
public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]>[] Weights_FeatureIndexes_F
Field Value
Weights_marginal_F
Message to marginal of 'Weights'
Declaration
public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]> Weights_marginal_F
Field Value
Weights_use_B
Message from use of 'Weights'
Declaration
public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]> Weights_use_B
Field Value
Weights_uses_B
Messages from uses of 'Weights_use'
Declaration
public Gaussian[][][] Weights_uses_B
Field Value
Weights_uses_F
Messages to uses of 'Weights_use'
Declaration
public Gaussian[][][] Weights_uses_F
Field Value
Properties
ClassCount
The externally-specified value of 'ClassCount'
Declaration
public int ClassCount { get; set; }
Property Value
FeatureCount
The externally-specified value of 'FeatureCount'
Declaration
public int FeatureCount { get; set; }
Property Value
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
InstanceCount
The externally-specified value of 'InstanceCount'
Declaration
public int InstanceCount { get; set; }
Property Value
InstanceFeatureCounts
The externally-specified value of 'InstanceFeatureCounts'
Declaration
public int[] InstanceFeatureCounts { get; set; }
Property Value
Labels
The externally-specified value of 'Labels'
Declaration
public int[] Labels { get; set; }
Property Value
NumberOfIterationsDone
The number of iterations done from the initial state
Declaration
public int NumberOfIterationsDone { get; }
Property Value
WeightConstraints
The externally-specified value of 'WeightConstraints'
Declaration
public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]> WeightConstraints { get; set; }
Property Value
WeightPriors
The externally-specified value of 'WeightPriors'
Declaration
public DistributionRefArray<DistributionStructArray<Gaussian, double>, double[]> WeightPriors { get; set; }
Property Value
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
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
|
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
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.
|
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 Parameters
Name |
Description |
T |
The distribution type.
|
ModelSelectorMarginal()
Returns the marginal distribution for 'ModelSelector' given by the current state of the
message passing algorithm.
Declaration
public Bernoulli ModelSelectorMarginal()
Returns
Type |
Description |
Bernoulli |
The marginal distribution
|
Reset()
Reset all messages to their initial values. Sets NumberOfIterationsDone to 0.
Declaration
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
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
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
Implements