1 | package agents.anac.y2015.Phoenix.GP;/* This file is part of the jgpml Project.
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2 | * http://github.com/renzodenardi/jgpml
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3 | *
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4 | * Copyright (c) 2011 Renzo De Nardi and Hugo Gravato-Marques
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5 | *
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6 | * Permission is hereby granted, free of charge, to any person
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7 | * obtaining a copy of this software and associated documentation
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8 | * files (the "Software"), to deal in the Software without
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9 | * restriction, including without limitation the rights to use,
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10 | * copy, modify, merge, publish, distribute, sublicense, and/or sell
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11 | * copies of the Software, and to permit persons to whom the
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12 | * Software is furnished to do so, subject to the following
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13 | * conditions:
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14 | *
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15 | * The above copyright notice and this permission notice shall be
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16 | * included in all copies or substantial portions of the Software.
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17 | *
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18 | * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
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19 | * EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES
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20 | * OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
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21 | * NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
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22 | * HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,
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23 | * WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
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24 | * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR
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25 | * OTHER DEALINGS IN THE SOFTWARE.
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26 | */
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27 |
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28 | import java.util.ArrayList;
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29 | import java.util.StringTokenizer;
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30 |
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31 | import agents.Jama.Matrix;
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32 |
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33 | import java.io.BufferedReader;
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34 | import java.io.FileReader;
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35 | import java.io.FileNotFoundException;
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36 | import java.io.IOException;
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37 |
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38 |
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39 | /**
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40 | * Simple Class to load the example data from files straight into Matrices.
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41 | */
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42 | public class CSVtoMatrix {
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43 |
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44 | /**
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45 | * Load data
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46 | * @param filename data file
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47 | * @param sizeofInputs
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48 | * @param sizeofOutputs
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49 | * @return [X, Y]
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50 | */
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51 | public static Matrix[] load(String filename,int sizeofInputs, int sizeofOutputs){
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52 |
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53 | ArrayList<double[]> inputsList = new ArrayList<double[]>();
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54 | ArrayList<double[]> outputsList = new ArrayList<double[]>();
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55 | BufferedReader br = null;
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56 |
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57 | try {
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58 | br = new BufferedReader(new FileReader(filename));
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59 | } catch (FileNotFoundException e) {
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60 | System.out.println("error: file " + filename + " not found.");
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61 | e.printStackTrace(); //To change body of catch statement use File | Settings | File Templates.
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62 | }
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63 |
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64 | boolean eof;
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65 | int datasize = 0;
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66 |
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67 | do {
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68 | eof = true;
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69 |
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70 | String readLine = null;
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71 |
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72 | try {
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73 | readLine = br.readLine();
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74 | } catch (IOException e) {
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75 | System.out.println("error: reading from " + filename + ".");
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76 | e.printStackTrace(); //To change body of catch statement use File | Settings | File Templates.
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77 | }
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78 |
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79 | if (readLine != null && !readLine.equals("")) {
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80 | eof = false;
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81 |
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82 | try {
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83 | double[] in = new double[sizeofInputs];
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84 | double[] out = new double[sizeofOutputs];
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85 | StringTokenizer st = new StringTokenizer(readLine, ", ");
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86 |
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87 | // parse inputs
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88 | int index = 0;
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89 | int currentVariable = 0;
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90 | for (int i = 0; i < sizeofInputs; i++) {
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91 | in[index] = Double.parseDouble(st.nextToken());
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92 | index++;
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93 | currentVariable++;
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94 | }
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95 |
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96 | // parse outputs
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97 | index = 0;
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98 | for (int i = 0; i < sizeofOutputs; i++) {
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99 | out[index] = Double.parseDouble(st.nextToken());
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100 | index++;
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101 | currentVariable++;
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102 | }
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103 |
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104 | inputsList.add(in);
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105 | outputsList.add(out);
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106 | }
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107 | catch (Exception e) {
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108 | System.out.println(e + "\nerror: this line in the logfile does not agree with the configuration provided... it will be skipped");
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109 | datasize--;
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110 | }
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111 | }
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112 | datasize++;
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113 | } while (!eof);
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114 |
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115 | double[][] inmat = new double[inputsList.size()][sizeofInputs];
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116 | double[][] outmat = new double[inputsList.size()][sizeofOutputs];
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117 | inputsList.toArray(inmat);
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118 | outputsList.toArray(outmat);
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119 |
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120 | return new Matrix[]{new Matrix(inmat), new Matrix(outmat)};
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121 | }
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122 |
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123 | /**
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124 | * Simple example of how to use this class.
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125 | * @param args
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126 | */
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127 | public static void main(String[] args) {
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128 |
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129 |
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130 | Matrix[] data = CSVtoMatrix.load("../machinelearning/src/machinelearning/gaussianprocess/armdata.csv",6,1);
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131 |
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132 |
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133 | }
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134 |
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135 |
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136 | }
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