1 | /*
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2 | * SVM.NET Library
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3 | * Copyright (C) 2008 Matthew Johnson
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4 | *
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5 | * This program is free software: you can redistribute it and/or modify
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6 | * it under the terms of the GNU General Public License as published by
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7 | * the Free Software Foundation, either version 3 of the License, or
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8 | * (at your option) any later version.
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9 | *
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10 | * This program is distributed in the hope that it will be useful,
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11 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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12 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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13 | * GNU General Public License for more details.
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14 | *
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15 | * You should have received a copy of the GNU General Public License
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16 | * along with this program. If not, see <http://www.gnu.org/licenses/>.
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17 | */
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18 |
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19 |
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20 | using System;
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21 | using System.IO;
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22 | using System.Collections.Generic;
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23 | using System.Threading;
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24 | using System.Globalization;
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25 |
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26 | namespace SVM
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27 | {
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28 | /// <summary>
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29 | /// Encapsulates a problem, or set of vectors which must be classified.
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30 | /// </summary>
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31 | [Serializable]
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32 | public class Problem
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33 | {
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34 | private int _count;
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35 | private double[] _Y;
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36 | private Node[][] _X;
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37 | private int _maxIndex;
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38 |
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39 | /// <summary>
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40 | /// Constructor.
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41 | /// </summary>
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42 | /// <param name="count">Number of vectors</param>
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43 | /// <param name="y">The class labels</param>
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44 | /// <param name="x">Vector data.</param>
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45 | /// <param name="maxIndex">Maximum index for a vector</param>
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46 | public Problem(int count, double[] y, Node[][] x, int maxIndex)
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47 | {
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48 | _count = count;
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49 | _Y = y;
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50 | _X = x;
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51 | _maxIndex = maxIndex;
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52 | }
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53 | /// <summary>
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54 | /// Empty Constructor. Nothing is initialized.
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55 | /// </summary>
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56 | public Problem()
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57 | {
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58 | }
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59 | /// <summary>
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60 | /// Number of vectors.
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61 | /// </summary>
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62 | public int Count
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63 | {
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64 | get
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65 | {
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66 | return _count;
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67 | }
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68 | set
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69 | {
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70 | _count = value;
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71 | }
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72 | }
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73 | /// <summary>
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74 | /// Class labels.
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75 | /// </summary>
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76 | public double[] Y
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77 | {
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78 | get
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79 | {
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80 | return _Y;
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81 | }
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82 | set
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83 | {
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84 | _Y = value;
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85 | }
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86 | }
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87 | /// <summary>
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88 | /// Vector data.
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89 | /// </summary>
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90 | public Node[][] X
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91 | {
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92 | get
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93 | {
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94 | return _X;
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95 | }
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96 | set
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97 | {
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98 | _X = value;
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99 | }
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100 | }
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101 | /// <summary>
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102 | /// Maximum index for a vector.
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103 | /// </summary>
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104 | public int MaxIndex
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105 | {
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106 | get
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107 | {
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108 | return _maxIndex;
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109 | }
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110 | set
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111 | {
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112 | _maxIndex = value;
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113 | }
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114 | }
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115 |
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116 | /// <summary>
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117 | /// Reads a problem from a stream.
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118 | /// </summary>
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119 | /// <param name="stream">Stream to read from</param>
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120 | /// <returns>The problem</returns>
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121 | public static Problem Read(Stream stream)
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122 | {
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123 | TemporaryCulture.Start();
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124 |
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125 | StreamReader input = new StreamReader(stream);
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126 | List<double> vy = new List<double>();
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127 | List<Node[]> vx = new List<Node[]>();
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128 | int max_index = 0;
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129 |
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130 | while (input.Peek() > -1)
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131 | {
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132 | string[] parts = input.ReadLine().Trim().Split();
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133 |
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134 | vy.Add(double.Parse(parts[0]));
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135 | int m = parts.Length - 1;
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136 | Node[] x = new Node[m];
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137 | for (int j = 0; j < m; j++)
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138 | {
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139 | x[j] = new Node();
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140 | string[] nodeParts = parts[j + 1].Split(':');
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141 | x[j].Index = int.Parse(nodeParts[0]);
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142 | x[j].Value = double.Parse(nodeParts[1]);
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143 | }
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144 | if (m > 0)
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145 | max_index = Math.Max(max_index, x[m - 1].Index);
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146 | vx.Add(x);
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147 | }
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148 |
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149 | TemporaryCulture.Stop();
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150 |
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151 | return new Problem(vy.Count, vy.ToArray(), vx.ToArray(), max_index);
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152 | }
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153 |
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154 | /// <summary>
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155 | /// Writes a problem to a stream.
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156 | /// </summary>
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157 | /// <param name="stream">The stream to write the problem to.</param>
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158 | /// <param name="problem">The problem to write.</param>
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159 | public static void Write(Stream stream, Problem problem)
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160 | {
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161 | TemporaryCulture.Start();
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162 |
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163 | StreamWriter output = new StreamWriter(stream);
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164 | for (int i = 0; i < problem.Count; i++)
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165 | {
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166 | output.Write(problem.Y[i]);
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167 | for (int j = 0; j < problem.X[i].Length; j++)
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168 | output.Write(" {0}:{1}", problem.X[i][j].Index, problem.X[i][j].Value);
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169 | output.WriteLine();
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170 | }
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171 | output.Flush();
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172 |
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173 | TemporaryCulture.Stop();
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174 | }
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175 |
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176 | /// <summary>
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177 | /// Reads a Problem from a file.
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178 | /// </summary>
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179 | /// <param name="filename">The file to read from.</param>
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180 | /// <returns>the Probem</returns>
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181 | public static Problem Read(string filename)
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182 | {
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183 | FileStream input = File.OpenRead(filename);
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184 | try
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185 | {
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186 | return Read(input);
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187 | }
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188 | finally
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189 | {
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190 | input.Close();
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191 | }
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192 | }
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193 |
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194 | /// <summary>
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195 | /// Writes a problem to a file. This will overwrite any previous data in the file.
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196 | /// </summary>
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197 | /// <param name="filename">The file to write to</param>
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198 | /// <param name="problem">The problem to write</param>
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199 | public static void Write(string filename, Problem problem)
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200 | {
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201 | FileStream output = File.Open(filename, FileMode.Create);
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202 | try
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203 | {
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204 | Write(output, problem);
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205 | }
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206 | finally
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207 | {
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208 | output.Close();
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209 | }
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210 | }
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211 | }
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212 | } |
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