org.apache.nifi.controller.status.analytics

Interface StatusAnalyticsModel

public interface StatusAnalyticsModel

Method Summary

Modifier and Type	Method and Description
void	clear() Resets a model by clearing observations and other calculations
Map<String,Double>	getScores() Returns a map of scores relevant to model (e.g.
void	learn(Stream<Double[]> features, Stream<Double> labels) Train model with provided observations (features, labels/targets)
Double	predict(Double[] feature) Return a prediction given observation values
Double	predictVariable(Integer predictVariableIndex, Map<Integer,Double> knownVariablesWithIndex, Double label) Predict a feature given a known target and known predictor values (if multiple predictors are included with model)
Boolean	supportsOnlineLearning() Indicate if model supports online learning (e.g.

Method Detail

learn

void learn(Stream<Double[]> features,
           Stream<Double> labels)

Train model with provided observations (features, labels/targets)

Parameters:

features - Stream of feature observation values

labels - target observation values

predict

Double predict(Double[] feature)

Return a prediction given observation values

Parameters:

feature - feature observation values values

Returns:

prediction of target/label

predictVariable

Double predictVariable(Integer predictVariableIndex,
                       Map<Integer,Double> knownVariablesWithIndex,
                       Double label)

Predict a feature given a known target and known predictor values (if multiple predictors are included with model)

Parameters:

predictVariableIndex - index of feature that we would like to predict (index should align with order provided in model learn method)

knownVariablesWithIndex - a map of known predictor values with their indexes if available

label - known target value

Returns:

prediction for variable

supportsOnlineLearning

Boolean supportsOnlineLearning()

Indicate if model supports online learning (e.g. can learn new observation samples to create a model)

Returns:

boolean indicating online learning support

getScores

Map<String,Double> getScores()

Returns a map of scores relevant to model (e.g. rSquared, Confidence Intervals, etc.)

Returns:

Map of score names with values

clear

void clear()

Resets a model by clearing observations and other calculations