| /* |
| * 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 org.apache.ignite.examples.ml.util; |
| |
| import java.util.Arrays; |
| import org.apache.ignite.ml.dataset.primitive.SimpleDataset; |
| |
| /** |
| * Common utility code used in some ML examples to report some statistic metrics of the dataset. |
| */ |
| public class DatasetHelper { |
| /** |
| * |
| */ |
| private final SimpleDataset dataset; |
| |
| /** |
| * |
| */ |
| public DatasetHelper(SimpleDataset dataset) { |
| this.dataset = dataset; |
| } |
| |
| /** |
| * |
| */ |
| public void describe() { |
| // Calculation of the mean value. This calculation will be performed in map-reduce manner. |
| double[] mean = dataset.mean(); |
| System.out.println("Mean \n\t" + Arrays.toString(mean)); |
| |
| // Calculation of the standard deviation. This calculation will be performed in map-reduce manner. |
| double[] std = dataset.std(); |
| System.out.println("Standard deviation \n\t" + Arrays.toString(std)); |
| |
| // Calculation of the covariance matrix. This calculation will be performed in map-reduce manner. |
| double[][] cov = dataset.cov(); |
| System.out.println("Covariance matrix "); |
| for (double[] row : cov) |
| System.out.println("\t" + Arrays.toString(row)); |
| |
| // Calculation of the correlation matrix. This calculation will be performed in map-reduce manner. |
| double[][] corr = dataset.corr(); |
| System.out.println("Correlation matrix "); |
| for (double[] row : corr) |
| System.out.println("\t" + Arrays.toString(row)); |
| |
| System.out.flush(); |
| } |
| } |