From cc2cc98f5f8861ae96b8dc1a959c6e4ef862ab8d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Rafael=20Caban=CC=83as=20de=20Paz?= Date: Tue, 6 Sep 2016 18:33:32 +0200 Subject: [PATCH 1/6] updated icdm material --- datasets/simulated/cajamar.arff | 7001 ++++++++++++++--- pom.xml | 4 +- .../usingAmidst/examples/ConceptDrift.java | 63 + .../examples/CreateBCCDataContinuous.java | 196 + .../examples/CreateCajamarDataContinuous.java | 75 - .../usingAmidst/examples/CreateNBs.java | 51 + .../examples/DynamicModelInference.java | 56 +- .../examples/DynamicModelLearning.java | 28 +- .../examples/StaticModelFlink.java | 53 +- .../examples/StaticModelInference.java | 40 +- .../examples/StaticModelLearning.java | 39 +- .../CreateCajamarDataContinuousTest.java | 19 - .../examples/CreateDataSetTest.java | 19 - .../examples/DynamicModelInferenceTest.java | 24 - .../examples/DynamicModelLearningTest.java | 19 - .../examples/LDAModelLearningFlinkTest.java | 24 - .../examples/LDAModelLearningTest.java | 19 - .../examples/ParallelTanExampleTest.java | 25 - .../examples/StaticModelFlinkTest.java | 19 - .../examples/StaticModelInferenceTest.java | 20 - .../examples/StaticModelLearningTest.java | 19 - .../practice/CustomGaussianMixtureTest.java | 20 - .../practice/CustomKalmanFilterTest.java | 19 - 23 files changed, 6426 insertions(+), 1426 deletions(-) create mode 100644 src/main/java/eu/amidst/tutorial/usingAmidst/examples/ConceptDrift.java create mode 100644 src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateBCCDataContinuous.java delete mode 100644 src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateCajamarDataContinuous.java create mode 100644 src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateNBs.java delete mode 100644 src/test/java/eu/amidst/tutorial/usingAmidst/examples/CreateCajamarDataContinuousTest.java delete mode 100644 src/test/java/eu/amidst/tutorial/usingAmidst/examples/CreateDataSetTest.java delete mode 100644 src/test/java/eu/amidst/tutorial/usingAmidst/examples/DynamicModelInferenceTest.java delete mode 100644 src/test/java/eu/amidst/tutorial/usingAmidst/examples/DynamicModelLearningTest.java delete mode 100644 src/test/java/eu/amidst/tutorial/usingAmidst/examples/LDAModelLearningFlinkTest.java delete mode 100644 src/test/java/eu/amidst/tutorial/usingAmidst/examples/LDAModelLearningTest.java delete mode 100644 src/test/java/eu/amidst/tutorial/usingAmidst/examples/ParallelTanExampleTest.java delete mode 100644 src/test/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelFlinkTest.java delete mode 100644 src/test/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelInferenceTest.java delete mode 100644 src/test/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelLearningTest.java delete mode 100644 src/test/java/eu/amidst/tutorial/usingAmidst/practice/CustomGaussianMixtureTest.java delete mode 100644 src/test/java/eu/amidst/tutorial/usingAmidst/practice/CustomKalmanFilterTest.java diff --git a/datasets/simulated/cajamar.arff b/datasets/simulated/cajamar.arff index 635af33..739302e 100644 --- a/datasets/simulated/cajamar.arff +++ b/datasets/simulated/cajamar.arff @@ -2,6 +2,7 @@ @attribute SEQUENCE_ID real @attribute TIME_ID real +@attribute Default {0.0, 1.0} @attribute Income real @attribute Expenses real @attribute Balance real @@ -10,1003 +11,6003 @@ @data -0,0,-5.128527754871531,-6.917632069421186,-21.094582878732215,3.164588979902512 -0,1,3.276278177819812,-2.807193173618439,-7.83876237495205,-4.419722066396527 -0,2,0.10159619249225949,-1.258112542349816,-0.7330218000201079,4.433892207335302 -0,3,2.9369214545106597,-0.5790719329149377,-4.59630496733349,-3.376024447088049 -0,4,-0.15733100600361186,-1.4474122906180906,0.1399963173926939,4.089814850606135 -0,5,-0.3804875340518028,-1.8312204400109695,0.3168084890497684,-4.610181266848852 -0,6,2.636764084430959,0.42541673620051923,-5.211247135622217,6.049645426411394 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+9,48,0.0,-1.854271230832373,0.18142137431407673,-1.3915096656355377,0.6931032404529105 +9,49,1.0,-0.302553751670225,0.1396033800905554,-1.1541017326434648,1.4409966552043663 diff --git a/pom.xml b/pom.xml index 4c0324c..33f845b 100644 --- a/pom.xml +++ b/pom.xml @@ -43,7 +43,7 @@ eu.amidst latent-variable-models - 0.5.0 + 0.5.2-alpha compile @@ -64,4 +64,4 @@ - \ No newline at end of file + diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/ConceptDrift.java b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/ConceptDrift.java new file mode 100644 index 0000000..388837d --- /dev/null +++ b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/ConceptDrift.java @@ -0,0 +1,63 @@ +package eu.amidst.tutorial.usingAmidst.examples; + +import eu.amidst.core.conceptdrift.NaiveBayesVirtualConceptDriftDetector; +import eu.amidst.core.datastream.DataInstance; +import eu.amidst.core.datastream.DataOnMemory; +import eu.amidst.core.datastream.DataStream; +import eu.amidst.core.io.DataStreamLoader; +import eu.amidst.core.variables.Variable; + +/** + * Created by rcabanas on 12/08/16. + */ +public class ConceptDrift { + + public static void main(String[] args) { + + + String path = "datasets/simulated/"; + String filename = path+"BCCDefault.arff"; + int windowSize = 500; // instances per month + + //We open the data stream + DataStream data = + DataStreamLoader.open(filename); + + //We create a NaiveBayesVirtualConceptDriftDetector object + NaiveBayesVirtualConceptDriftDetector virtualDriftDetector = + new NaiveBayesVirtualConceptDriftDetector(); + + //We set class variable + virtualDriftDetector.setClassIndex(2); + + //We associate the stream to the detector + virtualDriftDetector.setData(data); + + //We fix the size of the window + virtualDriftDetector.setWindowsSize(windowSize); + + //We fix the number of global latent variables + virtualDriftDetector.setNumberOfGlobalVars(1); + + //We fix the size of the window + virtualDriftDetector.setTransitionVariance(0.1); + + //We should invoke this method before processing any data + virtualDriftDetector.initLearning(); + + //At each iteration, a value for the hidden variable + //is obtained + int month = 0; + for (DataOnMemory batch : + data.iterableOverBatches(windowSize)){ + double[] H = virtualDriftDetector.updateModel(batch); + System.out.println(H[0]); + month++; + } + + + + } + + +} diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateBCCDataContinuous.java b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateBCCDataContinuous.java new file mode 100644 index 0000000..b03730a --- /dev/null +++ b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateBCCDataContinuous.java @@ -0,0 +1,196 @@ +package eu.amidst.tutorial.usingAmidst.examples; + +import eu.amidst.core.datastream.*; +import eu.amidst.core.io.DataStreamWriter; +import eu.amidst.core.variables.StateSpaceType; +import eu.amidst.dynamic.datastream.DynamicDataInstance; +import eu.amidst.dynamic.io.DynamicDataStreamLoader; +import eu.amidst.dynamic.utils.DataSetGenerator; +import eu.amidst.flinklink.core.data.DataFlink; +import eu.amidst.flinklink.core.io.DataFlinkLoader; +import eu.amidst.flinklink.core.io.DataFlinkWriter; +import org.apache.flink.api.java.ExecutionEnvironment; + +import java.io.IOException; +import java.util.ArrayList; +import java.util.List; +import java.util.Random; +import java.util.stream.Collectors; +import java.util.stream.IntStream; +import java.util.stream.Stream; + + +/** + * Created by rcabanas on 20/05/16. + */ +public class CreateBCCDataContinuous { + + public static void main(String[] args) throws Exception{ + + + String names1[] = {"SEQUENCE_ID", "TIME_ID", "Default", "Income","Expenses","TotalCredit"}; + String names2[] = {"SEQUENCE_ID", "TIME_ID", "Income","Expenses","TotalCredit"}; + + + String path = "datasets/simulated/"; + + + for(int i=0; i<12; i++) { + generate(path, "BCCDefault_month"+i+".arff",500, 1,3, names1, i); + generate(path, "BCC_month"+i+".arff",500, 0,3, names2, i); + + } + + + + DataStream d1 = DynamicDataStreamLoader.loadFromFile(path+"BCCDefault_month0.arff"); + + for(int i=1; i<12; i++) { + DataStream d2 = DynamicDataStreamLoader.loadFromFile(path+"BCCDefault_month"+i+".arff"); + d1 = concat(d1,d2); + + } + + DataStreamWriter.writeDataToFile(d1, path + "BCCDefault.arff"); + + + //generate(path, "BCCDefault.arff",6000, 1,3, names1, 1); + + + + + + makeDistributed(path, "BCC_month0.arff", "BCCDist_month0.arff"); + + + + + + + + + + } + + + + public static void generate(String path, String filename, int nSamples, int nDiscr, int nCont, String names[], int month) throws IOException { + // int nContinuousAttributes=4; + // int nDiscreteAttributes=1; + // String names[] = {"SEQUENCE_ID", "TIME_ID", "Default", "Income","Expenses","Balance","TotalCredit"}; + // String path = "datasets/simulated/"; + // int nSamples=1000; + + + //Generate random dynamic data + int seed = 1234; + System.out.println(seed); + DataStream data = DataSetGenerator.generate(seed,nSamples,nDiscr,nCont); + List list = new ArrayList(); + + + + //Replace the names + IntStream.range(0, data.getAttributes().getNumberOfAttributes()) + .forEach(i -> { + Attribute a = data.getAttributes().getFullListOfAttributes().get(i); + StateSpaceType s = a.getStateSpaceType(); + + System.out.println(s); + + Attribute a2 = new Attribute(a.getIndex(), names[i],s); + list.add(a2); + }); + + + //New list of attributes + Attributes att2 = new Attributes(list); + + + + List listData = data.stream().collect(Collectors.toList()); + + + Random random = new Random(); + //double b = 50; + listData.forEach(d->{ + + double k = 1.5; + double x = 100; + + if(month == 4) { + k = 1.5; + x = x*0.8; + } + + if(month == 6) { + k = 1.5; + x = x*1.3; + } + + if(month == 7) { + k = 1.5; + x = x*1.5; + } + + double income = Math.abs(150+d.getValue(att2.getAttributeByName("Income"))); + double expenses = Math.abs(x+k*d.getValue(att2.getAttributeByName("Expenses"))); + double credit = Math.abs(x+k*d.getValue(att2.getAttributeByName("TotalCredit"))); + // double balance = income - expenses; + + d.setValue(att2.getAttributeByName("Income"),income); + d.setValue(att2.getAttributeByName("Expenses"),expenses); + d.setValue(att2.getAttributeByName("TotalCredit"),credit); + // d.setValue(att2.getAttributeByName("Balance"),balance); + });//se guarda?? + + + //Datastream with the new attribute names + DataStream data2 = + new DataOnMemoryListContainer(att2,listData); + + + + //Write to a single file + DataStreamWriter.writeDataToFile(data2, path + filename); + + + + } + + + public static DataStream concat (DataStream d1, DataStream d2) { + + Attributes att = d1.getAttributes(); + + + + Stream stream12 = Stream.concat(d1.stream(), d2.stream()); + List listData = stream12.collect(Collectors.toList()); + + DataStream data = + new DataOnMemoryListContainer(att,listData); + + return data; + + } + + + public static void makeDistributed(String path, String localfile, String distributedfile) throws Exception { + //Write to a distributed folder + final ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment(); + DataFlink data2Flink = DataFlinkLoader.loadDataFromFile(env, path + localfile, false); + DataFlinkWriter.writeDataToARFFFolder(data2Flink, path + distributedfile); + + + } + + + + public static void generateNaiveBayes(Attributes att) { + + + } + + +} diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateCajamarDataContinuous.java b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateCajamarDataContinuous.java deleted file mode 100644 index 189d0d0..0000000 --- a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateCajamarDataContinuous.java +++ /dev/null @@ -1,75 +0,0 @@ -package eu.amidst.tutorial.usingAmidst.examples; - -import eu.amidst.core.datastream.*; -import eu.amidst.core.io.DataStreamWriter; -import eu.amidst.core.variables.StateSpaceType; -import eu.amidst.dynamic.datastream.DynamicDataInstance; -import eu.amidst.dynamic.utils.DataSetGenerator; -import eu.amidst.flinklink.core.data.DataFlink; -import eu.amidst.flinklink.core.io.DataFlinkLoader; -import eu.amidst.flinklink.core.io.DataFlinkWriter; -import org.apache.flink.api.java.ExecutionEnvironment; - -import java.util.ArrayList; -import java.util.List; -import java.util.stream.Collectors; -import java.util.stream.IntStream; - - -/** - * Created by rcabanas on 20/05/16. - */ -public class CreateCajamarDataContinuous { - - public static void main(String[] args) throws Exception{ - - int nContinuousAttributes=4; - int nDiscreteAttributes=0; - String names[] = {"SEQUENCE_ID", "TIME_ID","Income","Expenses","Balance","TotalCredit"}; - String path = "datasets/simulated/"; - int nSamples=1000; - - - //Generate random dynamic data - DataStream data = DataSetGenerator.generate(1,1000,nDiscreteAttributes,nContinuousAttributes); - List list = new ArrayList(); - - - //Replace the names - IntStream.range(0, data.getAttributes().getNumberOfAttributes()) - .forEach(i -> { - Attribute a = data.getAttributes().getFullListOfAttributes().get(i); - StateSpaceType s = a.getStateSpaceType(); - Attribute a2 = new Attribute(a.getIndex(), names[i],s); - list.add(a2); - }); - - - //New list of attributes - Attributes att2 = new Attributes(list); - - - - List listData = data.stream().collect(Collectors.toList()); - - - //Datastream with the new attribute names - DataStream data2 = - new DataOnMemoryListContainer(att2,listData); - - - //Write to a single file - DataStreamWriter.writeDataToFile(data2, path+"cajamar.arff"); - - - //Write to a distributed folder - final ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment(); - DataFlink data2Flink = DataFlinkLoader.loadDataFromFile(env, path + "cajamar.arff", false); - DataFlinkWriter.writeDataToARFFFolder(data2Flink, path+"cajamarDistributed.arff"); - - - - - } - -} diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateNBs.java b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateNBs.java new file mode 100644 index 0000000..41b618d --- /dev/null +++ b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateNBs.java @@ -0,0 +1,51 @@ +package eu.amidst.tutorial.usingAmidst.examples; + + + +import COM.hugin.HAPI.ExceptionHugin; +import eu.amidst.core.datastream.DataInstance; +import eu.amidst.core.datastream.DataStream; +import eu.amidst.core.io.BayesianNetworkWriter; +import eu.amidst.core.io.DataStreamLoader; +import eu.amidst.core.models.BayesianNetwork; +import eu.amidst.latentvariablemodels.staticmodels.Model; +import eu.amidst.latentvariablemodels.staticmodels.classifiers.NaiveBayesClassifier; + +import java.io.IOException; + +/** + * Created by rcabanas on 23/05/16. + */ +public class CreateNBs { + public static void main(String[] args) throws ExceptionHugin, IOException { + + //Load the datastream + String path = "datasets/simulated/"; + String filename = path+"BCC_month0.arff"; + DataStream data = + DataStreamLoader.open(filename); + + //Learn the model + Model model = new NaiveBayesClassifier(data.getAttributes()); + ((NaiveBayesClassifier)model).setClassName("Default"); + model.updateModel(data); + BayesianNetwork bn = model.getModel(); + + // Print the BN and save it + System.out.println(bn); + BayesianNetworkWriter.save(bn, "networks/simulated/BCCBN.bn"); + + //Update the model with new information + for(int i=1; i<12; i++) { + filename = path+"BCC_month"+i+".arff"; + data = DataStreamLoader.open(filename); + model.updateModel(data); + System.out.println(model.getModel()); + } + + + + + } + +} diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/DynamicModelInference.java b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/DynamicModelInference.java index 0dcdf51..496e233 100644 --- a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/DynamicModelInference.java +++ b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/DynamicModelInference.java @@ -19,47 +19,49 @@ */ public class DynamicModelInference { - public static void main(String[] args) throws IOException, ClassNotFoundException { + public static void main(String[] args) throws IOException, ClassNotFoundException { - DynamicBayesianNetwork dbn = DynamicBayesianNetworkLoader.loadFromFile("networks/simulated/exampleDBN.dbn"); + //Load the DBN + DynamicBayesianNetwork dbn = DynamicBayesianNetworkLoader + .loadFromFile("networks/simulated/BCCDBN.dbn"); - System.out.println(dbn); + //Testing dataset to predict + String path = "datasets/simulated/"; + String filename = "BCC_month1.arff"; + DataStream dataPredict = + DynamicDataStreamLoader.loadFromFile(path+filename); - //Testing dataset - String filenamePredict = "datasets/simulated/cajamar.arff"; - DataStream dataPredict = DynamicDataStreamLoader.loadFromFile(filenamePredict); + //Select the inference algorithm + InferenceAlgorithmForDBN infer = + new FactoredFrontierForDBN(new ImportanceSampling()); + infer.setModel(dbn); - //Select the inference algorithm - InferenceAlgorithmForDBN infer = new FactoredFrontierForDBN(new ImportanceSampling()); // new ImportanceSampling(), new VMP(), - infer.setModel(dbn); + // Set the target variables + Variable varTarget = dbn.getDynamicVariables() + .getVariableByName("discreteHiddenVar"); + //Predict the hidden variable at time t and t+2 + UnivariateDistribution p = null; + int t = 0; + for (DynamicDataInstance instance : dataPredict) { - Variable varTarget = dbn.getDynamicVariables().getVariableByName("discreteHiddenVar"); - UnivariateDistribution posterior = null; + infer.addDynamicEvidence(instance); + infer.runInference(); - //Classify each instance - int t = 0; - for (DynamicDataInstance instance : dataPredict) { + p = infer.getFilteredPosterior(varTarget); + System.out.println("t="+t+", P(discreteHiddenVar|E)="+ p); - infer.addDynamicEvidence(instance); - infer.runInference(); + p = infer.getPredictivePosterior(varTarget, 2); + System.out.println("t="+t+"+2, P(discreteHiddenVar|E)="+p); - posterior = infer.getFilteredPosterior(varTarget); - System.out.println("t="+t+", P(discreteHiddenVar | Evidence) = " + posterior); + t++; + } - posterior = infer.getPredictivePosterior(varTarget, 2); - //Display the output - System.out.println("t="+t+"+5, P(discreteHiddenVar | Evidence) = " + posterior); - t++; - } - - - - } + } } diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/DynamicModelLearning.java b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/DynamicModelLearning.java index 4c4a003..1cede63 100644 --- a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/DynamicModelLearning.java +++ b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/DynamicModelLearning.java @@ -18,26 +18,26 @@ public class DynamicModelLearning { public static void main(String[] args) throws IOException, ExceptionHugin { - //Load the datastream - String filename = "datasets/simulated/cajamar.arff"; - DataStream data = DynamicDataStreamLoader.loadFromFile(filename); + //Load the data stream + String path = "datasets/simulated/"; + String filename = path+"BCC_month0.arff"; + DataStream data = + DynamicDataStreamLoader.loadFromFile(filename); - //Learn the model - DynamicModel model = new HiddenMarkovModel(data.getAttributes()); - model.updateModel(data); - DynamicBayesianNetwork dbn = model.getModel(); + //Learn the dynamic model + DynamicModel model = + new HiddenMarkovModel(data.getAttributes()); + model.updateModel(data); + // Print the BN and save it + DynamicBayesianNetwork dbn = model.getModel(); + System.out.println(dbn); + DynamicBayesianNetworkWriter + .save(dbn, "networks/simulated/BCCDBN.dbn"); - System.out.println(dbn); - // Save with .bn format - DynamicBayesianNetworkWriter.save(dbn, "networks/simulated/exampleDBN.dbn"); - - // Save with hugin format - //DynamicBayesianNetworkWriterToHugin.save(dbn, "networks/simulated/exampleDBN.net"); - } diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelFlink.java b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelFlink.java index 8413d26..4a2e7bf 100644 --- a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelFlink.java +++ b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelFlink.java @@ -2,11 +2,14 @@ import COM.hugin.HAPI.ExceptionHugin; import eu.amidst.core.datastream.DataInstance; +import eu.amidst.core.datastream.DataStream; import eu.amidst.core.io.BayesianNetworkWriter; +import eu.amidst.core.io.DataStreamLoader; import eu.amidst.core.models.BayesianNetwork; import eu.amidst.flinklink.core.data.DataFlink; import eu.amidst.flinklink.core.io.DataFlinkLoader; import eu.amidst.latentvariablemodels.staticmodels.FactorAnalysis; +import eu.amidst.latentvariablemodels.staticmodels.GaussianMixture; import eu.amidst.latentvariablemodels.staticmodels.Model; import eu.amidst.tutorial.usingAmidst.Main; import org.apache.flink.api.java.ExecutionEnvironment; @@ -18,31 +21,29 @@ * Created by rcabanas on 23/05/16. */ public class StaticModelFlink { - public static void main(String[] args) throws IOException, ExceptionHugin { - //Set-up Flink session. - Configuration conf = new Configuration(); - conf.setInteger("taskmanager.network.numberOfBuffers", 12000); - final ExecutionEnvironment env = ExecutionEnvironment.createLocalEnvironment(conf); - env.getConfig().disableSysoutLogging(); - env.setParallelism(Main.PARALLELISM); - - //Load the datastream - String filename = "datasets/simulated/cajamarDistributed.arff"; - DataFlink data = DataFlinkLoader.loadDataFromFolder(env, filename, false); - - //Learn the model - Model model = new FactorAnalysis(data.getAttributes()); - model.updateModel(data); - BayesianNetwork bn = model.getModel(); - - System.out.println(bn); - - // Save with .bn format - BayesianNetworkWriter.save(bn, "networks/simulated/exampleBN.bn"); - - // Save with hugin format - //BayesianNetworkWriterToHugin.save(bn, "networks/simulated/exampleBN.net"); - - } + public static void main(String[] args) throws IOException, ExceptionHugin { + //Set-up Flink session. + Configuration conf = new Configuration(); + conf.setInteger("taskmanager.network.numberOfBuffers", 12000); + final ExecutionEnvironment env = ExecutionEnvironment.createLocalEnvironment(conf); + env.getConfig().disableSysoutLogging(); + env.setParallelism(Main.PARALLELISM); + + //Load the data stream (with Flink) + String path = "datasets/simulated/"; + String filename = path+"BCCDist_month0.arff"; + DataFlink data = + DataFlinkLoader.loadDataFromFolder(env, filename, false); + + //Learn the model + Model model = new GaussianMixture(data.getAttributes()); + model.updateModel(data); + BayesianNetwork bn = model.getModel(); + + // Print the BN and save it + System.out.println(bn); + BayesianNetworkWriter.save(bn, "networks/simulated/BCCBN.bn"); + + } } diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelInference.java b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelInference.java index f014b3e..b337d92 100644 --- a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelInference.java +++ b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelInference.java @@ -17,33 +17,31 @@ */ public class StaticModelInference { - public static void main(String[] args) throws IOException, ClassNotFoundException { + public static void main(String[] args) throws IOException, ClassNotFoundException { - BayesianNetwork bn = BayesianNetworkLoader.loadFromFile("networks/simulated/exampleBN.bn"); - Variables variables = bn.getVariables(); + BayesianNetwork bn = BayesianNetworkLoader.loadFromFile("networks/simulated/BCCBN.bn"); + Variables variables = bn.getVariables(); - //Variabeles of interest - Variable varTarget = variables.getVariableByName("LatentVar1"); - Variable varObserved = null; + //Target variable + Variable varTarget = variables.getVariableByName("HiddenVar"); - //we set the evidence - Assignment assignment = new HashMapAssignment(2); - varObserved = variables.getVariableByName("Income"); - assignment.setValue(varObserved,0.0); + //we set the evidence + Assignment assignment = new HashMapAssignment(2); + assignment.setValue(variables.getVariableByName("Income"), 180); + assignment.setValue(variables.getVariableByName("Expenses"),100); + assignment.setValue(variables.getVariableByName("TotalCredit"),80); - //we set the algorithm - InferenceAlgorithm infer = new VMP(); //new HuginInference(); new ImportanceSampling(); - infer.setModel(bn); - infer.setEvidence(assignment); + //we set the algorithm + InferenceAlgorithm infer = new VMP(); + infer.setModel(bn); + infer.setEvidence(assignment); - //query - infer.runInference(); - Distribution p = infer.getPosterior(varTarget); - System.out.println("P(LatentVar1|Income=0.0) = "+p); + //query + infer.runInference(); + Distribution p = infer.getPosterior(varTarget); + System.out.println("P(HiddenVar|Evidence) = "+p); - //Or some more refined queries - System.out.println("P(0.7 (0.7 < v && v < 6.59) ? 1.0 : 0.0 )); - } + } } diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelLearning.java b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelLearning.java index 61fa118..32bbc08 100644 --- a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelLearning.java +++ b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelLearning.java @@ -10,6 +10,7 @@ import eu.amidst.core.models.BayesianNetwork; import eu.amidst.huginlink.io.BayesianNetworkWriterToHugin; import eu.amidst.latentvariablemodels.staticmodels.FactorAnalysis; +import eu.amidst.latentvariablemodels.staticmodels.GaussianMixture; import eu.amidst.latentvariablemodels.staticmodels.MixtureOfFactorAnalysers; import eu.amidst.latentvariablemodels.staticmodels.Model; @@ -19,26 +20,34 @@ * Created by rcabanas on 23/05/16. */ public class StaticModelLearning { - public static void main(String[] args) throws ExceptionHugin, IOException { + public static void main(String[] args) throws ExceptionHugin, IOException { - //Load the datastream - String filename = "datasets/simulated/cajamar.arff"; - DataStream data = DataStreamLoader.open(filename); + //Load the datastream + String path = "datasets/simulated/"; + String filename = path+"BCC_month0.arff"; + DataStream data = + DataStreamLoader.open(filename); - //Learn the model - Model model = new FactorAnalysis(data.getAttributes()); - // ((MixtureOfFactorAnalysers)model).setNumberOfLatentVariables(3); + //Learn the model + Model model = new GaussianMixture(data.getAttributes()); + model.updateModel(data); + BayesianNetwork bn = model.getModel(); - model.updateModel(data); - BayesianNetwork bn = model.getModel(); + // Print the BN and save it + System.out.println(bn); + BayesianNetworkWriter.save(bn, "networks/simulated/BCCBN.bn"); - System.out.println(bn); + //Update the model with new information + for(int i=1; i<12; i++) { + filename = path+"BCC_month"+i+".arff"; + data = DataStreamLoader.open(filename); + model.updateModel(data); + System.out.println(model.getModel()); + } - // Save with .bn format - BayesianNetworkWriter.save(bn, "networks/simulated/exampleBN.bn"); - // Save with hugin format - //BayesianNetworkWriterToHugin.save(bn, "networks/simulated/exampleBN.net"); - } + + + } } diff --git a/src/test/java/eu/amidst/tutorial/usingAmidst/examples/CreateCajamarDataContinuousTest.java b/src/test/java/eu/amidst/tutorial/usingAmidst/examples/CreateCajamarDataContinuousTest.java deleted file mode 100644 index 036a144..0000000 --- a/src/test/java/eu/amidst/tutorial/usingAmidst/examples/CreateCajamarDataContinuousTest.java +++ /dev/null @@ -1,19 +0,0 @@ -package eu.amidst.tutorial.usingAmidst.examples; - -import junit.framework.TestCase; -import org.junit.Test; - - -/** - * Created by rcabanas on 20/05/16. - */ - - -public class CreateCajamarDataContinuousTest extends TestCase { - - @Test - public void test() throws Exception { - CreateCajamarDataContinuous.main(null); - } - -} diff --git a/src/test/java/eu/amidst/tutorial/usingAmidst/examples/CreateDataSetTest.java b/src/test/java/eu/amidst/tutorial/usingAmidst/examples/CreateDataSetTest.java deleted file mode 100644 index 04c2251..0000000 --- a/src/test/java/eu/amidst/tutorial/usingAmidst/examples/CreateDataSetTest.java +++ /dev/null @@ -1,19 +0,0 @@ -package eu.amidst.tutorial.usingAmidst.examples; - -import junit.framework.TestCase; -import org.junit.Test; - - -/** - * Created by rcabanas on 20/05/16. - */ - - -public class CreateDataSetTest extends TestCase { - - @Test - public void test() throws Exception { - CreateDataSet.main(null); - } - -} diff --git a/src/test/java/eu/amidst/tutorial/usingAmidst/examples/DynamicModelInferenceTest.java b/src/test/java/eu/amidst/tutorial/usingAmidst/examples/DynamicModelInferenceTest.java deleted file mode 100644 index 6a20859..0000000 --- a/src/test/java/eu/amidst/tutorial/usingAmidst/examples/DynamicModelInferenceTest.java +++ /dev/null @@ -1,24 +0,0 @@ -package eu.amidst.tutorial.usingAmidst.examples; - -import junit.framework.TestCase; -import org.junit.Test; - - -/** - * Created by rcabanas on 20/05/16. - */ - - -public class DynamicModelInferenceTest extends TestCase { - - @Test - public void test() throws Exception { - - System.out.println("Working Directory = " + - System.getProperty("user.dir")); - - DynamicModelLearning.main(null); - DynamicModelInference.main(null); - } - -} diff --git a/src/test/java/eu/amidst/tutorial/usingAmidst/examples/DynamicModelLearningTest.java b/src/test/java/eu/amidst/tutorial/usingAmidst/examples/DynamicModelLearningTest.java deleted file mode 100644 index 979c504..0000000 --- a/src/test/java/eu/amidst/tutorial/usingAmidst/examples/DynamicModelLearningTest.java +++ /dev/null @@ -1,19 +0,0 @@ -package eu.amidst.tutorial.usingAmidst.examples; - -import junit.framework.TestCase; -import org.junit.Test; - - -/** - * Created by rcabanas on 20/05/16. - */ - - -public class DynamicModelLearningTest extends TestCase { - - @Test - public void test() throws Exception { - DynamicModelLearning.main(null); - } - -} diff --git a/src/test/java/eu/amidst/tutorial/usingAmidst/examples/LDAModelLearningFlinkTest.java b/src/test/java/eu/amidst/tutorial/usingAmidst/examples/LDAModelLearningFlinkTest.java deleted file mode 100644 index 3b84a9b..0000000 --- a/src/test/java/eu/amidst/tutorial/usingAmidst/examples/LDAModelLearningFlinkTest.java +++ /dev/null @@ -1,24 +0,0 @@ -/* - * Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ownership. The ASF licenses this file to You under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * - * See the License for the specific language governing permissions and limitations under the License. - * - */ - -package eu.amidst.tutorial.usingAmidst.examples; - -import org.junit.Test; - -/** - * Created by andresmasegosa on 7/7/16. - */ -public class LDAModelLearningFlinkTest { - @Test - public void test() throws Exception { - LDAModelLearningFlink.main(null); - } -} \ No newline at end of file diff --git a/src/test/java/eu/amidst/tutorial/usingAmidst/examples/LDAModelLearningTest.java b/src/test/java/eu/amidst/tutorial/usingAmidst/examples/LDAModelLearningTest.java deleted file mode 100644 index 7e6091c..0000000 --- a/src/test/java/eu/amidst/tutorial/usingAmidst/examples/LDAModelLearningTest.java +++ /dev/null @@ -1,19 +0,0 @@ -package eu.amidst.tutorial.usingAmidst.examples; - -import junit.framework.TestCase; -import org.junit.Test; - - -/** - * Created by rcabanas on 20/05/16. - */ - - -public class LDAModelLearningTest extends TestCase { - - @Test - public void test() throws Exception { - LDAModelLearning.main(null); - } - -} diff --git a/src/test/java/eu/amidst/tutorial/usingAmidst/examples/ParallelTanExampleTest.java b/src/test/java/eu/amidst/tutorial/usingAmidst/examples/ParallelTanExampleTest.java deleted file mode 100644 index 58e66cd..0000000 --- a/src/test/java/eu/amidst/tutorial/usingAmidst/examples/ParallelTanExampleTest.java +++ /dev/null @@ -1,25 +0,0 @@ -package eu.amidst.tutorial.usingAmidst.examples; - -import junit.framework.TestCase; -import org.junit.Test; - - -/** - * Created by rcabanas on 20/05/16. - */ - - -public class ParallelTanExampleTest extends TestCase { - - @Test - public void test() throws Exception { - - try { - ParallelTANExample.main(null); - }catch (UnsatisfiedLinkError error) { - //This error is due to the missing hugin lib and so it is ignored - error.printStackTrace(); - } - } - -} diff --git a/src/test/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelFlinkTest.java b/src/test/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelFlinkTest.java deleted file mode 100644 index d0576cd..0000000 --- a/src/test/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelFlinkTest.java +++ /dev/null @@ -1,19 +0,0 @@ -package eu.amidst.tutorial.usingAmidst.examples; - -import junit.framework.TestCase; -import org.junit.Test; - - -/** - * Created by rcabanas on 20/05/16. - */ - - -public class StaticModelFlinkTest extends TestCase { - - @Test - public void test() throws Exception { - StaticModelFlink.main(null); - } - -} diff --git a/src/test/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelInferenceTest.java b/src/test/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelInferenceTest.java deleted file mode 100644 index 6820b98..0000000 --- a/src/test/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelInferenceTest.java +++ /dev/null @@ -1,20 +0,0 @@ -package eu.amidst.tutorial.usingAmidst.examples; - -import junit.framework.TestCase; -import org.junit.Test; - - -/** - * Created by rcabanas on 20/05/16. - */ - - -public class StaticModelInferenceTest extends TestCase { - - @Test - public void test() throws Exception { - StaticModelLearning.main(null); - StaticModelInference.main(null); - } - -} diff --git a/src/test/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelLearningTest.java b/src/test/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelLearningTest.java deleted file mode 100644 index f51e1e6..0000000 --- a/src/test/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelLearningTest.java +++ /dev/null @@ -1,19 +0,0 @@ -package eu.amidst.tutorial.usingAmidst.examples; - -import junit.framework.TestCase; -import org.junit.Test; - - -/** - * Created by rcabanas on 20/05/16. - */ - - -public class StaticModelLearningTest extends TestCase { - - @Test - public void test() throws Exception { - StaticModelLearning.main(null); - } - -} diff --git a/src/test/java/eu/amidst/tutorial/usingAmidst/practice/CustomGaussianMixtureTest.java b/src/test/java/eu/amidst/tutorial/usingAmidst/practice/CustomGaussianMixtureTest.java deleted file mode 100644 index e3badc7..0000000 --- a/src/test/java/eu/amidst/tutorial/usingAmidst/practice/CustomGaussianMixtureTest.java +++ /dev/null @@ -1,20 +0,0 @@ -package eu.amidst.tutorial.usingAmidst.practice; - -import eu.amidst.tutorial.usingAmidst.examples.CreateCajamarDataContinuous; -import junit.framework.TestCase; -import org.junit.Test; - - -/** - * Created by rcabanas on 20/05/16. - */ - - -public class CustomGaussianMixtureTest extends TestCase { - - @Test - public void test() throws Exception { - CustomGaussianMixture.main(null); - } - -} diff --git a/src/test/java/eu/amidst/tutorial/usingAmidst/practice/CustomKalmanFilterTest.java b/src/test/java/eu/amidst/tutorial/usingAmidst/practice/CustomKalmanFilterTest.java deleted file mode 100644 index e9c507b..0000000 --- a/src/test/java/eu/amidst/tutorial/usingAmidst/practice/CustomKalmanFilterTest.java +++ /dev/null @@ -1,19 +0,0 @@ -package eu.amidst.tutorial.usingAmidst.practice; - -import junit.framework.TestCase; -import org.junit.Test; - - -/** - * Created by rcabanas on 20/05/16. - */ - - -public class CustomKalmanFilterTest extends TestCase { - - @Test - public void test() throws Exception { - CustomKalmanFilter.main(null); - } - -} From b17be977866ebf4b3c1c223f8a378a5340ec7646 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Rafael=20Caban=CC=83as=20de=20Paz?= Date: Thu, 29 Sep 2016 11:00:56 +0200 Subject: [PATCH 2/6] updated icdm material --- pom.xml | 5 ++-- .../usingAmidst/examples/ConceptDrift.java | 15 +++-------- .../examples/CreateBCCDataContinuous.java | 25 +++---------------- .../examples/StaticModelFlink.java | 22 ++++++++++------ .../examples/StaticModelLearning.java | 2 +- 5 files changed, 26 insertions(+), 43 deletions(-) diff --git a/pom.xml b/pom.xml index 33f845b..6f5fe9f 100644 --- a/pom.xml +++ b/pom.xml @@ -34,7 +34,8 @@ amidstRepo - https://raw.github.com/amidst/toolbox/mvn-repo/ + + https://amidsttolbox.com/mvn-repo @@ -43,7 +44,7 @@ eu.amidst latent-variable-models - 0.5.2-alpha + 0.6.0-alpha compile diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/ConceptDrift.java b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/ConceptDrift.java index 388837d..376e68d 100644 --- a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/ConceptDrift.java +++ b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/ConceptDrift.java @@ -24,22 +24,15 @@ public static void main(String[] args) { DataStreamLoader.open(filename); //We create a NaiveBayesVirtualConceptDriftDetector object - NaiveBayesVirtualConceptDriftDetector virtualDriftDetector = - new NaiveBayesVirtualConceptDriftDetector(); - - //We set class variable - virtualDriftDetector.setClassIndex(2); + NaiveBayesVirtualConceptDriftDetector virtualDriftDetector = new NaiveBayesVirtualConceptDriftDetector(); //We associate the stream to the detector virtualDriftDetector.setData(data); - //We fix the size of the window - virtualDriftDetector.setWindowsSize(windowSize); - - //We fix the number of global latent variables + //We set class variable + virtualDriftDetector.setClassIndex(2); + virtualDriftDetector.setWindowsSize(500); virtualDriftDetector.setNumberOfGlobalVars(1); - - //We fix the size of the window virtualDriftDetector.setTransitionVariance(0.1); //We should invoke this method before processing any data diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateBCCDataContinuous.java b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateBCCDataContinuous.java index b03730a..ea34a8d 100644 --- a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateBCCDataContinuous.java +++ b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateBCCDataContinuous.java @@ -28,39 +28,20 @@ public class CreateBCCDataContinuous { public static void main(String[] args) throws Exception{ - String names1[] = {"SEQUENCE_ID", "TIME_ID", "Default", "Income","Expenses","TotalCredit"}; - String names2[] = {"SEQUENCE_ID", "TIME_ID", "Income","Expenses","TotalCredit"}; + String names1[] = {"SEQUENCE_ID", "TIME_ID", "Income","Expenses","TotalCredit"}; String path = "datasets/simulated/"; for(int i=0; i<12; i++) { - generate(path, "BCCDefault_month"+i+".arff",500, 1,3, names1, i); - generate(path, "BCC_month"+i+".arff",500, 0,3, names2, i); - + generate(path, "data_month"+i+".arff",500, 0,3, names1, i); + makeDistributed(path, "data_month"+i+".arff", "dataFlink_month"+i+".arff"); } - DataStream d1 = DynamicDataStreamLoader.loadFromFile(path+"BCCDefault_month0.arff"); - - for(int i=1; i<12; i++) { - DataStream d2 = DynamicDataStreamLoader.loadFromFile(path+"BCCDefault_month"+i+".arff"); - d1 = concat(d1,d2); - - } - - DataStreamWriter.writeDataToFile(d1, path + "BCCDefault.arff"); - - - //generate(path, "BCCDefault.arff",6000, 1,3, names1, 1); - - - - - makeDistributed(path, "BCC_month0.arff", "BCCDist_month0.arff"); diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelFlink.java b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelFlink.java index 4a2e7bf..bfa1d98 100644 --- a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelFlink.java +++ b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelFlink.java @@ -23,20 +23,18 @@ public class StaticModelFlink { public static void main(String[] args) throws IOException, ExceptionHugin { //Set-up Flink session. - Configuration conf = new Configuration(); - conf.setInteger("taskmanager.network.numberOfBuffers", 12000); - final ExecutionEnvironment env = ExecutionEnvironment.createLocalEnvironment(conf); - env.getConfig().disableSysoutLogging(); - env.setParallelism(Main.PARALLELISM); + final ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment(); //Load the data stream (with Flink) String path = "datasets/simulated/"; - String filename = path+"BCCDist_month0.arff"; + String filename = path+"dataFlink_month0.arff"; DataFlink data = DataFlinkLoader.loadDataFromFolder(env, filename, false); - //Learn the model + //Build the model Model model = new GaussianMixture(data.getAttributes()); + + //Learn the model model.updateModel(data); BayesianNetwork bn = model.getModel(); @@ -44,6 +42,16 @@ public static void main(String[] args) throws IOException, ExceptionHugin { System.out.println(bn); BayesianNetworkWriter.save(bn, "networks/simulated/BCCBN.bn"); + + //Update your model + for(int i=1; i<12; i++) { + filename = path+"dataFlink_month"+i+".arff"; + data = DataFlinkLoader.loadDataFromFolder(env, filename,false); + model.updateModel(data); + + } + + } } diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelLearning.java b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelLearning.java index 32bbc08..4a05fed 100644 --- a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelLearning.java +++ b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelLearning.java @@ -39,7 +39,7 @@ public static void main(String[] args) throws ExceptionHugin, IOException { //Update the model with new information for(int i=1; i<12; i++) { - filename = path+"BCC_month"+i+".arff"; + filename = path+"BCC_month"+".arff"; data = DataStreamLoader.open(filename); model.updateModel(data); System.out.println(model.getModel()); From 8cee83b0f7195380f5af0b99a62f1868c9430907 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Rafael=20Caban=CC=83as=20de=20Paz?= Date: Thu, 29 Sep 2016 11:08:13 +0200 Subject: [PATCH 3/6] mvn-repo updated --- pom.xml | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/pom.xml b/pom.xml index 6f5fe9f..2e4d6d0 100644 --- a/pom.xml +++ b/pom.xml @@ -34,8 +34,7 @@ amidstRepo - - https://amidsttolbox.com/mvn-repo + https://amidsttoolbox.com/mvn-repo @@ -44,7 +43,7 @@ eu.amidst latent-variable-models - 0.6.0-alpha + 0.5.2 compile From a53a15fc47aa27f74b8cea415809c125e9e77c95 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Rafael=20Caban=CC=83as=20de=20Paz?= Date: Thu, 29 Sep 2016 11:12:33 +0200 Subject: [PATCH 4/6] mvn-repo updated (without https) --- pom.xml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pom.xml b/pom.xml index 2e4d6d0..03a9025 100644 --- a/pom.xml +++ b/pom.xml @@ -34,7 +34,7 @@ amidstRepo - https://amidsttoolbox.com/mvn-repo + http://amidsttoolbox.com/mvn-repo From 0899579fe9c66f1b357adfa851b9fbf713a321c8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Rafael=20Caban=CC=83as=20de=20Paz?= Date: Thu, 29 Sep 2016 11:21:35 +0200 Subject: [PATCH 5/6] back to old mvn-repo --- pom.xml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pom.xml b/pom.xml index 03a9025..8a39713 100644 --- a/pom.xml +++ b/pom.xml @@ -34,7 +34,7 @@ amidstRepo - http://amidsttoolbox.com/mvn-repo + https://raw.github.com/amidst/toolbox/mvn-repo/ From 76802b2869d0a59df2349012b31098f90d6a2f7f Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Rafael=20Caban=CC=83as=20de=20Paz?= Date: Thu, 13 Oct 2016 18:35:28 +0200 Subject: [PATCH 6/6] tutorial datasets --- .gitignore | 55 +++++++++++++++++- pom.xml | 2 +- .../CreateBCCDataContinuous.java | 8 +-- .../CreateDataSet.java | 2 +- .../usingAmidst/examples/ConceptDrift.java | 56 ------------------- .../ConceptDriftExample.java | 49 ++++++++++++++++ .../StaticModelFlink.java | 12 ++-- .../StaticModelLearning.java | 14 +++-- .../CreateNBs.java | 2 +- .../DynamicModelInference.java | 2 +- .../DynamicModelLearning.java | 2 +- .../LDAModelLearning.java | 3 +- .../LDAModelLearningFlink.java | 2 +- .../ParallelTANExample.java | 2 +- .../StaticModelInference.java | 6 +- 15 files changed, 132 insertions(+), 85 deletions(-) rename src/main/java/eu/amidst/tutorial/usingAmidst/{examples => createdatasets}/CreateBCCDataContinuous.java (93%) rename src/main/java/eu/amidst/tutorial/usingAmidst/{examples => createdatasets}/CreateDataSet.java (96%) delete mode 100644 src/main/java/eu/amidst/tutorial/usingAmidst/examples/ConceptDrift.java create mode 100644 src/main/java/eu/amidst/tutorial/usingAmidst/examples_in_slides/ConceptDriftExample.java rename src/main/java/eu/amidst/tutorial/usingAmidst/{examples => examples_in_slides}/StaticModelFlink.java (80%) rename src/main/java/eu/amidst/tutorial/usingAmidst/{examples => examples_in_slides}/StaticModelLearning.java (76%) rename src/main/java/eu/amidst/tutorial/usingAmidst/{examples => more_examples}/CreateNBs.java (96%) rename src/main/java/eu/amidst/tutorial/usingAmidst/{examples => more_examples}/DynamicModelInference.java (97%) rename src/main/java/eu/amidst/tutorial/usingAmidst/{examples => more_examples}/DynamicModelLearning.java (95%) rename src/main/java/eu/amidst/tutorial/usingAmidst/{examples => more_examples}/LDAModelLearning.java (95%) rename src/main/java/eu/amidst/tutorial/usingAmidst/{examples => more_examples}/LDAModelLearningFlink.java (97%) rename src/main/java/eu/amidst/tutorial/usingAmidst/{examples => more_examples}/ParallelTANExample.java (95%) rename src/main/java/eu/amidst/tutorial/usingAmidst/{examples => more_examples}/StaticModelInference.java (89%) diff --git a/.gitignore b/.gitignore index 1f2e8ea..01a7853 100644 --- a/.gitignore +++ b/.gitignore @@ -40,8 +40,6 @@ target/classes/* *.out *.snm *.toc -*.class - # Other noise *~ *.bak @@ -52,7 +50,7 @@ Archive 2.zip Archive.1.zip *.zip -*.arff + huginlib/* maven_startup.sh *.jnilib @@ -66,3 +64,54 @@ ignoredfolder/* #ignore target folders */target/* +datasets/simulated/BCC_Flink_month0.arff/ +datasets/simulated/BCC_Flink_month1.arff/ +datasets/simulated/BCC_Flink_month10.arff/ +datasets/simulated/BCC_Flink_month11.arff/ +datasets/simulated/BCC_Flink_month2.arff/ +datasets/simulated/BCC_Flink_month3.arff/ +datasets/simulated/BCC_Flink_month4.arff/ +datasets/simulated/BCC_Flink_month5.arff/ +datasets/simulated/BCC_Flink_month6.arff/ +datasets/simulated/BCC_Flink_month7.arff/ +datasets/simulated/BCC_Flink_month8.arff/ +datasets/simulated/BCC_Flink_month9.arff/ +datasets/simulated/BCC_month0.arff +datasets/simulated/BCC_month1.arff +datasets/simulated/BCC_month10.arff +datasets/simulated/BCC_month11.arff +datasets/simulated/BCC_month2.arff +datasets/simulated/BCC_month3.arff +datasets/simulated/BCC_month4.arff +datasets/simulated/BCC_month5.arff +datasets/simulated/BCC_month6.arff +datasets/simulated/BCC_month7.arff +datasets/simulated/BCC_month8.arff +datasets/simulated/BCC_month9.arff +datasets/simulated/dataFlink_month0.arff/ +datasets/simulated/dataFlink_month1.arff/ +datasets/simulated/dataFlink_month10.arff/ +datasets/simulated/dataFlink_month11.arff/ +datasets/simulated/dataFlink_month2.arff/ +datasets/simulated/dataFlink_month3.arff/ +datasets/simulated/dataFlink_month4.arff/ +datasets/simulated/dataFlink_month5.arff/ +datasets/simulated/dataFlink_month6.arff/ +datasets/simulated/dataFlink_month7.arff/ +datasets/simulated/dataFlink_month8.arff/ +datasets/simulated/dataFlink_month9.arff/ +datasets/simulated/data_month0.arff +datasets/simulated/data_month1.arff +datasets/simulated/data_month10.arff +datasets/simulated/data_month11.arff +datasets/simulated/data_month2.arff +datasets/simulated/data_month3.arff +datasets/simulated/data_month4.arff +datasets/simulated/data_month5.arff +datasets/simulated/data_month6.arff +datasets/simulated/data_month7.arff +datasets/simulated/data_month8.arff +datasets/simulated/data_month9.arff +networks/simulated/BCCBN.bn +networks/simulated/BCCDBN.dbn +target/ diff --git a/pom.xml b/pom.xml index 8a39713..c88ad03 100644 --- a/pom.xml +++ b/pom.xml @@ -43,7 +43,7 @@ eu.amidst latent-variable-models - 0.5.2 + 0.6.0-alpha2 compile diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateBCCDataContinuous.java b/src/main/java/eu/amidst/tutorial/usingAmidst/createdatasets/CreateBCCDataContinuous.java similarity index 93% rename from src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateBCCDataContinuous.java rename to src/main/java/eu/amidst/tutorial/usingAmidst/createdatasets/CreateBCCDataContinuous.java index ea34a8d..4e427ab 100644 --- a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateBCCDataContinuous.java +++ b/src/main/java/eu/amidst/tutorial/usingAmidst/createdatasets/CreateBCCDataContinuous.java @@ -1,4 +1,4 @@ -package eu.amidst.tutorial.usingAmidst.examples; +package eu.amidst.tutorial.usingAmidst.createdatasets; import eu.amidst.core.datastream.*; import eu.amidst.core.io.DataStreamWriter; @@ -28,15 +28,15 @@ public class CreateBCCDataContinuous { public static void main(String[] args) throws Exception{ - String names1[] = {"SEQUENCE_ID", "TIME_ID", "Income","Expenses","TotalCredit"}; + String names1[] = {"SEQUENCE_ID", "TIME_ID", "Default","Income","Expenses","TotalCredit"}; String path = "datasets/simulated/"; for(int i=0; i<12; i++) { - generate(path, "data_month"+i+".arff",500, 0,3, names1, i); - makeDistributed(path, "data_month"+i+".arff", "dataFlink_month"+i+".arff"); + generate(path, "BCC_month"+i+".arff",500, 1,3, names1, i); + makeDistributed(path, "BCC_month"+i+".arff", "BCC_Flink_month"+i+".arff"); } diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateDataSet.java b/src/main/java/eu/amidst/tutorial/usingAmidst/createdatasets/CreateDataSet.java similarity index 96% rename from src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateDataSet.java rename to src/main/java/eu/amidst/tutorial/usingAmidst/createdatasets/CreateDataSet.java index 76b135f..dc44030 100644 --- a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateDataSet.java +++ b/src/main/java/eu/amidst/tutorial/usingAmidst/createdatasets/CreateDataSet.java @@ -1,4 +1,4 @@ -package eu.amidst.tutorial.usingAmidst.examples; +package eu.amidst.tutorial.usingAmidst.createdatasets; import eu.amidst.core.datastream.DataStream; import eu.amidst.core.io.DataStreamWriter; diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/ConceptDrift.java b/src/main/java/eu/amidst/tutorial/usingAmidst/examples/ConceptDrift.java deleted file mode 100644 index 376e68d..0000000 --- a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/ConceptDrift.java +++ /dev/null @@ -1,56 +0,0 @@ -package eu.amidst.tutorial.usingAmidst.examples; - -import eu.amidst.core.conceptdrift.NaiveBayesVirtualConceptDriftDetector; -import eu.amidst.core.datastream.DataInstance; -import eu.amidst.core.datastream.DataOnMemory; -import eu.amidst.core.datastream.DataStream; -import eu.amidst.core.io.DataStreamLoader; -import eu.amidst.core.variables.Variable; - -/** - * Created by rcabanas on 12/08/16. - */ -public class ConceptDrift { - - public static void main(String[] args) { - - - String path = "datasets/simulated/"; - String filename = path+"BCCDefault.arff"; - int windowSize = 500; // instances per month - - //We open the data stream - DataStream data = - DataStreamLoader.open(filename); - - //We create a NaiveBayesVirtualConceptDriftDetector object - NaiveBayesVirtualConceptDriftDetector virtualDriftDetector = new NaiveBayesVirtualConceptDriftDetector(); - - //We associate the stream to the detector - virtualDriftDetector.setData(data); - - //We set class variable - virtualDriftDetector.setClassIndex(2); - virtualDriftDetector.setWindowsSize(500); - virtualDriftDetector.setNumberOfGlobalVars(1); - virtualDriftDetector.setTransitionVariance(0.1); - - //We should invoke this method before processing any data - virtualDriftDetector.initLearning(); - - //At each iteration, a value for the hidden variable - //is obtained - int month = 0; - for (DataOnMemory batch : - data.iterableOverBatches(windowSize)){ - double[] H = virtualDriftDetector.updateModel(batch); - System.out.println(H[0]); - month++; - } - - - - } - - -} diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples_in_slides/ConceptDriftExample.java b/src/main/java/eu/amidst/tutorial/usingAmidst/examples_in_slides/ConceptDriftExample.java new file mode 100644 index 0000000..418c9db --- /dev/null +++ b/src/main/java/eu/amidst/tutorial/usingAmidst/examples_in_slides/ConceptDriftExample.java @@ -0,0 +1,49 @@ +package eu.amidst.tutorial.usingAmidst.examples_in_slides; + + + +import COM.hugin.HAPI.ExceptionHugin; +import eu.amidst.core.datastream.DataInstance; +import eu.amidst.core.datastream.DataStream; +import eu.amidst.core.io.BayesianNetworkWriter; +import eu.amidst.core.io.DataStreamLoader; +import eu.amidst.core.models.BayesianNetwork; +import eu.amidst.latentvariablemodels.staticmodels.Model; +import eu.amidst.latentvariablemodels.staticmodels.ConceptDriftDetector; + +import java.io.IOException; + +/** + * Created by rcabanas on 23/05/16. + */ +public class ConceptDriftExample { + public static void main(String[] args) throws ExceptionHugin, IOException { + + //Load the datastream + String path = "datasets/simulated/"; + String filename = path+"BCC_month0.arff"; + DataStream data = + DataStreamLoader.open(filename); + + //Build the model + Model model = + new ConceptDriftDetector(data.getAttributes()) + .setClassIndex(2); + + //Learn the model + model.updateModel(data); + + //Update the model with new information + for(int i=1; i<12; i++) { + filename = path+"BCC_month"+i+".arff"; + data = DataStreamLoader.open(filename); + model.updateModel(data); + System.out.println(model.getPosteriorDistribution("GlobalHidden_0").toString()); + } + + + + + } + +} diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelFlink.java b/src/main/java/eu/amidst/tutorial/usingAmidst/examples_in_slides/StaticModelFlink.java similarity index 80% rename from src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelFlink.java rename to src/main/java/eu/amidst/tutorial/usingAmidst/examples_in_slides/StaticModelFlink.java index bfa1d98..8a4ac90 100644 --- a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelFlink.java +++ b/src/main/java/eu/amidst/tutorial/usingAmidst/examples_in_slides/StaticModelFlink.java @@ -1,4 +1,4 @@ -package eu.amidst.tutorial.usingAmidst.examples; +package eu.amidst.tutorial.usingAmidst.examples_in_slides; import COM.hugin.HAPI.ExceptionHugin; import eu.amidst.core.datastream.DataInstance; @@ -8,6 +8,7 @@ import eu.amidst.core.models.BayesianNetwork; import eu.amidst.flinklink.core.data.DataFlink; import eu.amidst.flinklink.core.io.DataFlinkLoader; +import eu.amidst.latentvariablemodels.staticmodels.CustomGaussianMixture; import eu.amidst.latentvariablemodels.staticmodels.FactorAnalysis; import eu.amidst.latentvariablemodels.staticmodels.GaussianMixture; import eu.amidst.latentvariablemodels.staticmodels.Model; @@ -27,12 +28,13 @@ public static void main(String[] args) throws IOException, ExceptionHugin { //Load the data stream (with Flink) String path = "datasets/simulated/"; - String filename = path+"dataFlink_month0.arff"; + String filename = path+"BCC_Flink_month0.arff"; DataFlink data = - DataFlinkLoader.loadDataFromFolder(env, filename, false); + DataFlinkLoader.open(env, filename, false); //Build the model - Model model = new GaussianMixture(data.getAttributes()); + Model model = new CustomGaussianMixture(data.getAttributes()) + .setClassName("Default"); //Learn the model model.updateModel(data); @@ -45,7 +47,7 @@ public static void main(String[] args) throws IOException, ExceptionHugin { //Update your model for(int i=1; i<12; i++) { - filename = path+"dataFlink_month"+i+".arff"; + filename = path+"BCC_Flink_month"+i+".arff"; data = DataFlinkLoader.loadDataFromFolder(env, filename,false); model.updateModel(data); diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelLearning.java b/src/main/java/eu/amidst/tutorial/usingAmidst/examples_in_slides/StaticModelLearning.java similarity index 76% rename from src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelLearning.java rename to src/main/java/eu/amidst/tutorial/usingAmidst/examples_in_slides/StaticModelLearning.java index 4a05fed..b5cd612 100644 --- a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelLearning.java +++ b/src/main/java/eu/amidst/tutorial/usingAmidst/examples_in_slides/StaticModelLearning.java @@ -1,4 +1,4 @@ -package eu.amidst.tutorial.usingAmidst.examples; +package eu.amidst.tutorial.usingAmidst.examples_in_slides; @@ -8,10 +8,8 @@ import eu.amidst.core.io.BayesianNetworkWriter; import eu.amidst.core.io.DataStreamLoader; import eu.amidst.core.models.BayesianNetwork; -import eu.amidst.huginlink.io.BayesianNetworkWriterToHugin; -import eu.amidst.latentvariablemodels.staticmodels.FactorAnalysis; +import eu.amidst.latentvariablemodels.staticmodels.CustomGaussianMixture; import eu.amidst.latentvariablemodels.staticmodels.GaussianMixture; -import eu.amidst.latentvariablemodels.staticmodels.MixtureOfFactorAnalysers; import eu.amidst.latentvariablemodels.staticmodels.Model; import java.io.IOException; @@ -29,7 +27,11 @@ public static void main(String[] args) throws ExceptionHugin, IOException { DataStreamLoader.open(filename); //Learn the model - Model model = new GaussianMixture(data.getAttributes()); + Model model = + new CustomGaussianMixture(data.getAttributes()) + .setClassName("Default"); + + model.updateModel(data); BayesianNetwork bn = model.getModel(); @@ -39,7 +41,7 @@ public static void main(String[] args) throws ExceptionHugin, IOException { //Update the model with new information for(int i=1; i<12; i++) { - filename = path+"BCC_month"+".arff"; + filename = path+"BCC_month"+i+".arff"; data = DataStreamLoader.open(filename); model.updateModel(data); System.out.println(model.getModel()); diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateNBs.java b/src/main/java/eu/amidst/tutorial/usingAmidst/more_examples/CreateNBs.java similarity index 96% rename from src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateNBs.java rename to src/main/java/eu/amidst/tutorial/usingAmidst/more_examples/CreateNBs.java index 41b618d..b8ef8cb 100644 --- a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/CreateNBs.java +++ b/src/main/java/eu/amidst/tutorial/usingAmidst/more_examples/CreateNBs.java @@ -1,4 +1,4 @@ -package eu.amidst.tutorial.usingAmidst.examples; +package eu.amidst.tutorial.usingAmidst.more_examples; diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/DynamicModelInference.java b/src/main/java/eu/amidst/tutorial/usingAmidst/more_examples/DynamicModelInference.java similarity index 97% rename from src/main/java/eu/amidst/tutorial/usingAmidst/examples/DynamicModelInference.java rename to src/main/java/eu/amidst/tutorial/usingAmidst/more_examples/DynamicModelInference.java index 496e233..c898890 100644 --- a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/DynamicModelInference.java +++ b/src/main/java/eu/amidst/tutorial/usingAmidst/more_examples/DynamicModelInference.java @@ -1,4 +1,4 @@ -package eu.amidst.tutorial.usingAmidst.examples; +package eu.amidst.tutorial.usingAmidst.more_examples; import eu.amidst.core.datastream.DataStream; diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/DynamicModelLearning.java b/src/main/java/eu/amidst/tutorial/usingAmidst/more_examples/DynamicModelLearning.java similarity index 95% rename from src/main/java/eu/amidst/tutorial/usingAmidst/examples/DynamicModelLearning.java rename to src/main/java/eu/amidst/tutorial/usingAmidst/more_examples/DynamicModelLearning.java index 1cede63..bef4493 100644 --- a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/DynamicModelLearning.java +++ b/src/main/java/eu/amidst/tutorial/usingAmidst/more_examples/DynamicModelLearning.java @@ -1,4 +1,4 @@ -package eu.amidst.tutorial.usingAmidst.examples; +package eu.amidst.tutorial.usingAmidst.more_examples; import COM.hugin.HAPI.ExceptionHugin; import eu.amidst.core.datastream.DataStream; diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/LDAModelLearning.java b/src/main/java/eu/amidst/tutorial/usingAmidst/more_examples/LDAModelLearning.java similarity index 95% rename from src/main/java/eu/amidst/tutorial/usingAmidst/examples/LDAModelLearning.java rename to src/main/java/eu/amidst/tutorial/usingAmidst/more_examples/LDAModelLearning.java index 7eb1ac2..98127d2 100644 --- a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/LDAModelLearning.java +++ b/src/main/java/eu/amidst/tutorial/usingAmidst/more_examples/LDAModelLearning.java @@ -9,10 +9,9 @@ * */ -package eu.amidst.tutorial.usingAmidst.examples; +package eu.amidst.tutorial.usingAmidst.more_examples; -import COM.hugin.HAPI.ExceptionHugin; import eu.amidst.core.datastream.DataInstance; import eu.amidst.core.datastream.DataStream; import eu.amidst.core.io.BayesianNetworkWriter; diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/LDAModelLearningFlink.java b/src/main/java/eu/amidst/tutorial/usingAmidst/more_examples/LDAModelLearningFlink.java similarity index 97% rename from src/main/java/eu/amidst/tutorial/usingAmidst/examples/LDAModelLearningFlink.java rename to src/main/java/eu/amidst/tutorial/usingAmidst/more_examples/LDAModelLearningFlink.java index 3e22b0a..f758eae 100644 --- a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/LDAModelLearningFlink.java +++ b/src/main/java/eu/amidst/tutorial/usingAmidst/more_examples/LDAModelLearningFlink.java @@ -9,7 +9,7 @@ * */ -package eu.amidst.tutorial.usingAmidst.examples; +package eu.amidst.tutorial.usingAmidst.more_examples; import eu.amidst.core.datastream.DataInstance; diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/ParallelTANExample.java b/src/main/java/eu/amidst/tutorial/usingAmidst/more_examples/ParallelTANExample.java similarity index 95% rename from src/main/java/eu/amidst/tutorial/usingAmidst/examples/ParallelTANExample.java rename to src/main/java/eu/amidst/tutorial/usingAmidst/more_examples/ParallelTANExample.java index 6e22289..8252a8d 100644 --- a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/ParallelTANExample.java +++ b/src/main/java/eu/amidst/tutorial/usingAmidst/more_examples/ParallelTANExample.java @@ -1,4 +1,4 @@ -package eu.amidst.tutorial.usingAmidst.examples; +package eu.amidst.tutorial.usingAmidst.more_examples; import eu.amidst.core.datastream.DataInstance; import eu.amidst.core.datastream.DataStream; diff --git a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelInference.java b/src/main/java/eu/amidst/tutorial/usingAmidst/more_examples/StaticModelInference.java similarity index 89% rename from src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelInference.java rename to src/main/java/eu/amidst/tutorial/usingAmidst/more_examples/StaticModelInference.java index b337d92..cbf6a30 100644 --- a/src/main/java/eu/amidst/tutorial/usingAmidst/examples/StaticModelInference.java +++ b/src/main/java/eu/amidst/tutorial/usingAmidst/more_examples/StaticModelInference.java @@ -1,4 +1,4 @@ -package eu.amidst.tutorial.usingAmidst.examples; +package eu.amidst.tutorial.usingAmidst.more_examples; import eu.amidst.core.distribution.Distribution; import eu.amidst.core.inference.InferenceAlgorithm; @@ -22,8 +22,10 @@ public static void main(String[] args) throws IOException, ClassNotFoundExceptio BayesianNetwork bn = BayesianNetworkLoader.loadFromFile("networks/simulated/BCCBN.bn"); Variables variables = bn.getVariables(); + System.out.println(bn); + //Target variable - Variable varTarget = variables.getVariableByName("HiddenVar"); + Variable varTarget = variables.getVariableByName("globalHiddenVar"); //we set the evidence Assignment assignment = new HashMapAssignment(2);