From 45204932edfd4deb7e1f162758b99fa3c264e06d Mon Sep 17 00:00:00 2001
From: Alex <croix.alexandre@gmail.com>
Date: Thu, 6 Jun 2019 12:14:37 +0200
Subject: [PATCH] Add learning with neuronal network
---
java-wowa-training.iml | 107 +
pom.xml | 12 +
.../be/cylab/java/wowa/training/MainDL4J.java | 103 +
src/main/resources/webshell_data.csv | 12468 ++++++++++++++++
4 files changed, 12690 insertions(+)
create mode 100644 src/main/java/be/cylab/java/wowa/training/MainDL4J.java
create mode 100644 src/main/resources/webshell_data.csv
diff --git a/java-wowa-training.iml b/java-wowa-training.iml
index 52908c8..8862161 100644
--- a/java-wowa-training.iml
+++ b/java-wowa-training.iml
@@ -48,5 +48,112 @@
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</component>
</module>
\ No newline at end of file
diff --git a/pom.xml b/pom.xml
index c983178..7db5371 100644
--- a/pom.xml
+++ b/pom.xml
@@ -98,6 +98,18 @@
<version>0.0.3</version>
</dependency>
+ <dependency>
+ <groupId>org.nd4j</groupId>
+ <artifactId>nd4j-native-platform</artifactId>
+ <version>0.9.1</version>
+ </dependency>
+
+ <dependency>
+ <groupId>org.deeplearning4j</groupId>
+ <artifactId>deeplearning4j-core</artifactId>
+ <version>0.9.1</version>
+ </dependency>
+
</dependencies>
<build>
diff --git a/src/main/java/be/cylab/java/wowa/training/MainDL4J.java b/src/main/java/be/cylab/java/wowa/training/MainDL4J.java
new file mode 100644
index 0000000..3209094
--- /dev/null
+++ b/src/main/java/be/cylab/java/wowa/training/MainDL4J.java
@@ -0,0 +1,103 @@
+package be.cylab.java.wowa.training;
+
+import org.datavec.api.records.reader.RecordReader;
+import org.datavec.api.records.reader.impl.csv.CSVRecordReader;
+import org.datavec.api.split.FileSplit;
+import org.datavec.api.util.ClassPathResource;
+import org.deeplearning4j.datasets.datavec.RecordReaderDataSetIterator;
+import org.deeplearning4j.eval.Evaluation;
+import org.deeplearning4j.nn.conf.MultiLayerConfiguration;
+import org.deeplearning4j.nn.conf.NeuralNetConfiguration;
+import org.deeplearning4j.nn.conf.layers.DenseLayer;
+import org.deeplearning4j.nn.conf.layers.OutputLayer;
+import org.deeplearning4j.nn.multilayer.MultiLayerNetwork;
+import org.deeplearning4j.nn.weights.WeightInit;
+import org.nd4j.linalg.activations.Activation;
+import org.nd4j.linalg.api.ndarray.INDArray;
+import org.nd4j.linalg.dataset.DataSet;
+import org.nd4j.linalg.dataset.SplitTestAndTrain;
+import org.nd4j.linalg.dataset.api.iterator.DataSetIterator;
+import org.nd4j.linalg.dataset.api.preprocessor.DataNormalization;
+import org.nd4j.linalg.dataset.api.preprocessor.NormalizerStandardize;
+import org.nd4j.linalg.lossfunctions.LossFunctions;
+
+import java.io.IOException;
+
+/**
+ * Class for learn in neuronal network.
+ */
+public final class MainDL4J {
+ /**
+ * Default constructor.
+ */
+ private MainDL4J() {
+
+ }
+
+ /**
+ * Class count.
+ */
+ public static final int CLASSES_COUNT = 2;
+ /**
+ * Features count.
+ */
+ public static final int FEATURES_COUNT = 5;
+
+ /**
+ * Main class for deep-learning.
+ *
+ * @param args
+ */
+ public static void main(final String[] args) {
+
+
+ try (RecordReader record_reader = new CSVRecordReader(0, ',')) {
+ record_reader.initialize(new FileSplit(
+ new ClassPathResource("webshell_data.csv").getFile()
+ ));
+ DataSetIterator iterator = new RecordReaderDataSetIterator(
+ record_reader, 12468, FEATURES_COUNT, CLASSES_COUNT);
+ DataSet all_data = iterator.next();
+ all_data.shuffle();
+
+ DataNormalization normalizer = new NormalizerStandardize();
+ normalizer.fit(all_data);
+ normalizer.transform(all_data);
+
+ SplitTestAndTrain test_and_train = all_data.splitTestAndTrain(0.75);
+ DataSet training_data = test_and_train.getTrain();
+ DataSet test_data = test_and_train.getTest();
+
+ MultiLayerConfiguration configuration
+ = new NeuralNetConfiguration.Builder()
+ .iterations(1000)
+ .activation(Activation.TANH)
+ .weightInit(WeightInit.XAVIER)
+ .learningRate(0.1)
+ .regularization(true).l2(0.0001)
+ .list()
+ .layer(0, new DenseLayer.Builder().nIn(FEATURES_COUNT).nOut(10).build())
+ .layer(1, new DenseLayer.Builder().nIn(10).nOut(10).build())
+ .layer(2, new OutputLayer.Builder(
+ LossFunctions.LossFunction.NEGATIVELOGLIKELIHOOD)
+ .activation(Activation.SOFTMAX)
+ .nIn(10).nOut(CLASSES_COUNT).build())
+ .backprop(true).pretrain(false)
+ .build();
+
+ MultiLayerNetwork model = new MultiLayerNetwork(configuration);
+ model.init();
+ model.fit(training_data);
+
+ INDArray output = model.output((test_data.getFeatureMatrix()));
+
+ Evaluation eval = new Evaluation(CLASSES_COUNT);
+ eval.eval(test_data.getLabels(), output);
+ System.out.println(eval.stats());
+ } catch (IOException e) {
+ e.printStackTrace();
+ } catch (InterruptedException e) {
+ e.printStackTrace();
+ }
+ }
+}
diff --git a/src/main/resources/webshell_data.csv b/src/main/resources/webshell_data.csv
new file mode 100644
index 0000000..b753454
--- /dev/null
+++ b/src/main/resources/webshell_data.csv
@@ -0,0 +1,12468 @@
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GitLab