damned
damned

Reputation: 945

Weka nullPointerException while classifying

I am using for training the model and classifying again by using the model.

I am correctly getting the statistics for the first part but not the second part. It gives nullPointerException while evaluating it again. I have tried all sort of manipulations like testing it on one instance created within code etc.

java.lang.NullPointerException
        at weka.classifiers.trees.m5.M5Base.classifyInstance(M5Base.java:514)
        at wekaTest.<init>(wekaTest.java:44)
        at wekaTest.main(wekaTest.java:71)

The code snippet I have written is:

wekaTest()
{
    try
    {
        FileReader reader = new FileReader("3.arff"); 
        Instances instances = new Instances(reader); 

        // Make the last attribute be the class 
        int numAttr = instances.numAttributes();
        instances.setClassIndex( numAttr - 1);
        M5P tree = new M5P();
        Evaluation eval = new Evaluation(instances);
        eval.crossValidateModel(tree, instances, 10, new Random(1));
        System.out.println(eval.toSummaryString("\nResults\n======\n", false));
        weka.core.SerializationHelper.write("/path/tree.model", tree);
        reader.close();

        FileReader reader2 = new FileReader("3.arff"); 
        Instances instances2 = new Instances(reader2);
        instances2.setClassIndex(instances2.numAttributes() - 1);
        reader2.close();

        Instances labeled = new Instances(instances2);
        Classifier cls = (Classifier) weka.core.SerializationHelper.read("/path/tree.model");

        //instances2.deleteAttributeAt(numAttr-1);
        for(int j=0; j<instances2.numInstances() ;j++)
        {
                //instance temp = new instance(instances2.instance(j));
                //instances2.instance(j).setValue(numAttr-1,-1);
                System.out.println("The instance: " + instances2.instance(j)); 
                double clsLabel = tree.classifyInstance(instances2.instance(j));
                labeled.instance(j).setClassValue(clsLabel);    
        }
    } 
    catch(Exception ex) { ex.printStackTrace(); }
}

Upvotes: 3

Views: 2591

Answers (2)

damned
damned

Reputation: 945

Thanks Aditya. Actually, you are right! When I am writing it after 10 fold cross validation, the variable isn't initialized yet.

snippet is as follows:

  try
    {
        FileReader reader2 = new FileReader("3.arff"); 
        Instances instances2 = new Instances(reader2);
        instances2.setClassIndex(instances2.numAttributes() - 1);
        reader2.close();
        int numAttr = instances2.numAttributes();

        Instances labeled = new Instances(instances2);
        Classifier cls = (Classifier) weka.core.SerializationHelper.read("/home/sumit/Desktop/weka test/tree.model");
        cls.setDebug(true);

        Instance inst = new Instance(4);
        inst.setValue(0, instances2.instance(0).value(0));
        inst.setValue(1, instances2.instance(0).value(1));
        inst.setValue(2, instances2.instance(0).value(2));
        inst.setValue(3, -1);
        double clsLabelTest = cls.classifyInstance(inst);
        System.out.println(clsLabelTest);

        //instances2.deleteAttributeAt(numAttr-1);
        for(int j=0; j<instances2.numInstances() ;j++)
        {
                //instance temp = new instance(instances2.instance(j));
                instances2.instance(j).setValue(numAttr-1,-1);
                //System.out.println("The instance: " + instances2.instance(j)); 
                double clsLabel = cls.classifyInstance(instances2.instance(j));
                labeled.instance(j).setClassValue(clsLabel);
        }
        BufferedWriter writer = new BufferedWriter(new FileWriter("/home/sumit/Desktop/weka test/labeled.arff"));           
        writer.write(labeled.toString());
        writer.newLine();
        writer.flush();
        writer.close();
        // Test the model
        //Evaluation eTest = new Evaluation(instances2);
        //eTest.evaluateModel(cls, instances2);
    } 

Upvotes: 1

Adi
Adi

Reputation: 31

May be the tree you are writing is not yet initialized.

Upvotes: 3

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