[4951] | 1 | #region License Information
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| 2 | /* HeuristicLab
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| 3 | * Copyright (C) 2002-2010 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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| 4 | *
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| 5 | * This file is part of HeuristicLab.
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| 6 | *
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| 7 | * HeuristicLab is free software: you can redistribute it and/or modify
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| 8 | * it under the terms of the GNU General Public License as published by
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| 9 | * the Free Software Foundation, either version 3 of the License, or
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| 10 | * (at your option) any later version.
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| 11 | *
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| 12 | * HeuristicLab is distributed in the hope that it will be useful,
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| 13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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| 14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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| 15 | * GNU General Public License for more details.
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| 16 | *
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| 17 | * You should have received a copy of the GNU General Public License
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| 18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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| 19 | */
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| 20 | #endregion
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| 21 |
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| 22 | using System;
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| 23 | using System.Collections.Generic;
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| 24 | using System.Globalization;
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| 25 | using System.IO;
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| 26 | using System.Linq;
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| 27 | using System.Text;
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| 28 |
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| 29 | namespace HeuristicLab.Problems.DataAnalysis {
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| 30 | public class CsvFileParser {
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| 31 | private const string VARIABLENAMES = "VARIABLENAMES";
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| 32 | private Tokenizer tokenizer;
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| 33 | private List<string> variableNames;
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| 34 | private List<List<double>> rowValues;
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| 35 |
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| 36 | private int rows;
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| 37 | public int Rows {
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| 38 | get { return rows; }
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| 39 | set { rows = value; }
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| 40 | }
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| 41 |
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| 42 | private int columns;
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| 43 | public int Columns {
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| 44 | get { return columns; }
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| 45 | set { columns = value; }
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| 46 | }
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| 47 |
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| 48 | private double[,] values;
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| 49 | public double[,] Values {
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| 50 | get {
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| 51 | return values;
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| 52 | }
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| 53 | }
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| 54 |
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| 55 | public IEnumerable<string> VariableNames {
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| 56 | get {
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| 57 | if (variableNames.Count > 0) return variableNames;
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| 58 | else {
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| 59 | string[] names = new string[columns];
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| 60 | for (int i = 0; i < names.Length; i++) {
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| 61 | names[i] = "X" + i.ToString("000");
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| 62 | }
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| 63 | return names;
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| 64 | }
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| 65 | }
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| 66 | }
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| 67 |
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| 68 | public CsvFileParser() {
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| 69 | rowValues = new List<List<double>>();
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| 70 | variableNames = new List<string>();
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| 71 | }
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| 72 |
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| 73 | private void Reset() {
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| 74 | variableNames.Clear();
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| 75 | rowValues.Clear();
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| 76 | }
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| 77 |
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| 78 | public void Parse(string fileName) {
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| 79 | TryParse(fileName);
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| 80 | // translate the list of samples into a DoubleMatrixData item
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| 81 | rows = rowValues.Count;
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| 82 | columns = rowValues[0].Count;
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| 83 | values = new double[rows, columns];
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| 84 |
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| 85 | int rowIndex = 0;
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| 86 | int columnIndex = 0;
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| 87 | foreach (List<double> row in rowValues) {
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| 88 | columnIndex = 0;
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| 89 | foreach (double element in row) {
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| 90 | values[rowIndex, columnIndex++] = element;
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| 91 | }
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| 92 | rowIndex++;
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| 93 | }
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| 94 | }
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| 95 |
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| 96 | private void TryParse(string fileName) {
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| 97 | Exception lastEx = null;
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| 98 | NumberFormatInfo[] possibleFormats = new NumberFormatInfo[] { CultureInfo.InvariantCulture.NumberFormat };
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| 99 | foreach (NumberFormatInfo numberFormat in possibleFormats) {
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| 100 | using (StreamReader reader = new StreamReader(fileName)) {
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| 101 | tokenizer = new Tokenizer(reader, numberFormat);
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| 102 | try {
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| 103 | // parse the file
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| 104 | Parse();
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| 105 | return; // parsed without errors -> return;
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| 106 | }
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| 107 | catch (DataFormatException ex) {
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| 108 | lastEx = ex;
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| 109 | }
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| 110 | }
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| 111 | }
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| 112 | // all number formats threw an exception -> rethrow the last exception
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| 113 | throw lastEx;
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| 114 | }
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| 115 |
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| 116 | #region tokenizer
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| 117 | internal enum TokenTypeEnum {
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| 118 | NewLine, Separator, String, Double
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| 119 | }
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| 120 |
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| 121 | internal class Token {
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| 122 | public TokenTypeEnum type;
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| 123 | public string stringValue;
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| 124 | public double doubleValue;
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| 125 |
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| 126 | public Token(TokenTypeEnum type, string value) {
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| 127 | this.type = type;
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| 128 | stringValue = value;
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| 129 | doubleValue = 0.0;
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| 130 | }
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| 131 |
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| 132 | public override string ToString() {
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| 133 | return stringValue;
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| 134 | }
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| 135 | }
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| 136 |
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| 137 |
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| 138 | internal class Tokenizer {
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| 139 | private StreamReader reader;
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| 140 | private List<Token> tokens;
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| 141 | private NumberFormatInfo numberFormatInfo;
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| 142 |
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| 143 | private int currentLineNumber = 0;
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| 144 | public int CurrentLineNumber {
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| 145 | get { return currentLineNumber; }
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| 146 | private set { currentLineNumber = value; }
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| 147 | }
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| 148 | private string currentLine;
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| 149 | public string CurrentLine {
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| 150 | get { return currentLine; }
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| 151 | private set { currentLine = value; }
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| 152 | }
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| 153 |
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| 154 | private Token newlineToken;
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| 155 | public Token NewlineToken {
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| 156 | get { return newlineToken; }
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| 157 | private set { newlineToken = value; }
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| 158 | }
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| 159 | private Token separatorToken;
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| 160 | public Token SeparatorToken {
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| 161 | get { return separatorToken; }
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| 162 | private set { separatorToken = value; }
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| 163 | }
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| 164 |
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| 165 | public Tokenizer(StreamReader reader, NumberFormatInfo numberFormatInfo, char separator) {
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| 166 | this.reader = reader;
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| 167 | this.numberFormatInfo = numberFormatInfo;
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| 168 | separatorToken = new Token(TokenTypeEnum.Separator, separator.ToString());
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| 169 | newlineToken = new Token(TokenTypeEnum.NewLine, Environment.NewLine);
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| 170 | tokens = new List<Token>();
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| 171 | ReadNextTokens();
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| 172 | }
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| 173 | public Tokenizer(StreamReader reader, NumberFormatInfo numberFormatInfo)
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| 174 | : this(reader, numberFormatInfo, ';') {
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| 175 | }
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| 176 |
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| 177 | private void ReadNextTokens() {
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| 178 | if (!reader.EndOfStream) {
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| 179 | CurrentLine = reader.ReadLine();
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| 180 | var newTokens = from str in Split(CurrentLine)
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| 181 | let trimmedStr = str.Trim()
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| 182 | where !string.IsNullOrEmpty(trimmedStr)
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| 183 | select MakeToken(trimmedStr.Trim());
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| 184 |
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| 185 | tokens.AddRange(newTokens);
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| 186 | tokens.Add(NewlineToken);
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| 187 | CurrentLineNumber++;
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| 188 | }
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| 189 | }
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| 190 |
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| 191 | private IEnumerable<string> Split(string line) {
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| 192 | StringBuilder subStr = new StringBuilder();
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| 193 | foreach (char c in line) {
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| 194 | if (c == ';') {
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| 195 | yield return subStr.ToString();
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| 196 | subStr = new StringBuilder();
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| 197 | yield return c.ToString();
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| 198 | } else {
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| 199 | subStr.Append(c);
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| 200 | }
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| 201 | }
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| 202 | yield return subStr.ToString();
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| 203 | }
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| 204 |
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| 205 | private Token MakeToken(string strToken) {
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| 206 | Token token = new Token(TokenTypeEnum.String, strToken);
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| 207 | if (strToken.Equals(SeparatorToken.stringValue)) {
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| 208 | return SeparatorToken;
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| 209 | } else if (double.TryParse(strToken, NumberStyles.Float, numberFormatInfo, out token.doubleValue)) {
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| 210 | token.type = TokenTypeEnum.Double;
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| 211 | return token;
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| 212 | }
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| 213 |
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| 214 | // couldn't parse the token as an int or float number so return a string token
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| 215 | return token;
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| 216 | }
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| 217 |
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| 218 | public Token Peek() {
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| 219 | return tokens[0];
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| 220 | }
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| 221 |
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| 222 | public Token Next() {
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| 223 | Token next = tokens[0];
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| 224 | tokens.RemoveAt(0);
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| 225 | if (tokens.Count == 0) {
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| 226 | ReadNextTokens();
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| 227 | }
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| 228 | return next;
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| 229 | }
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| 230 |
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| 231 | public bool HasNext() {
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| 232 | return tokens.Count > 0 || !reader.EndOfStream;
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| 233 | }
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| 234 | }
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| 235 | #endregion
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| 236 |
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| 237 | #region parsing
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| 238 | private void Parse() {
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| 239 | ParseVariableNames();
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| 240 | if (!tokenizer.HasNext()) Error("Couldn't parse data values. Probably because of incorrect number format (the parser expects english number format with a '.' as decimal separator).", "", tokenizer.CurrentLineNumber);
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| 241 | ParseValues();
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| 242 | if (rowValues.Count == 0) Error("Couldn't parse data values. Probably because of incorrect number format (the parser expects english number format with a '.' as decimal separator).", "", tokenizer.CurrentLineNumber);
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| 243 | }
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| 244 |
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| 245 | private void ParseValues() {
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| 246 | while (tokenizer.HasNext()) {
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| 247 | List<double> row = new List<double>();
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| 248 | row.Add(NextValue(tokenizer));
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| 249 | while (tokenizer.HasNext() && tokenizer.Peek() == tokenizer.SeparatorToken) {
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| 250 | Expect(tokenizer.SeparatorToken);
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| 251 | row.Add(NextValue(tokenizer));
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| 252 | }
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| 253 | Expect(tokenizer.NewlineToken);
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| 254 | // all rows have to have the same number of values
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| 255 | // the first row defines how many samples are needed
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| 256 | if (rowValues.Count > 0 && rowValues[0].Count != row.Count) {
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| 257 | Error("The first row of the dataset has " + rowValues[0].Count + " columns." +
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| 258 | "\nLine " + tokenizer.CurrentLineNumber + " has " + row.Count + " columns.", "", tokenizer.CurrentLineNumber);
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| 259 | }
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| 260 | // add the current row to the collection of rows and start a new row
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| 261 | rowValues.Add(row);
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| 262 | row = new List<double>();
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| 263 | }
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| 264 | }
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| 265 |
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| 266 | private double NextValue(Tokenizer tokenizer) {
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| 267 | if (tokenizer.Peek() == tokenizer.SeparatorToken || tokenizer.Peek() == tokenizer.NewlineToken) return double.NaN;
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| 268 | Token current = tokenizer.Next();
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| 269 | if (current.type == TokenTypeEnum.Separator || current.type == TokenTypeEnum.String) {
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| 270 | return double.NaN;
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| 271 | } else if (current.type == TokenTypeEnum.Double) {
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| 272 | // just take the value
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| 273 | return current.doubleValue;
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| 274 | }
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| 275 | // found an unexpected token => throw error
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| 276 | Error("Unexpected token.", current.stringValue, tokenizer.CurrentLineNumber);
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| 277 | // this line is never executed because Error() throws an exception
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| 278 | throw new InvalidOperationException();
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| 279 | }
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| 280 |
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| 281 | private void ParseVariableNames() {
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| 282 | // if the first line doesn't start with a double value then we assume that the
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| 283 | // first line contains variable names
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| 284 | if (tokenizer.HasNext() && tokenizer.Peek().type != TokenTypeEnum.Double) {
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| 285 |
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| 286 | List<Token> tokens = new List<Token>();
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| 287 | Token valueToken;
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| 288 | valueToken = tokenizer.Next();
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| 289 | tokens.Add(valueToken);
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| 290 | while (tokenizer.HasNext() && tokenizer.Peek() == tokenizer.SeparatorToken) {
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| 291 | Expect(tokenizer.SeparatorToken);
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| 292 | valueToken = tokenizer.Next();
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| 293 | if (valueToken != tokenizer.NewlineToken) {
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| 294 | tokens.Add(valueToken);
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| 295 | }
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| 296 | }
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| 297 | if (valueToken != tokenizer.NewlineToken) {
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| 298 | Expect(tokenizer.NewlineToken);
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| 299 | }
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| 300 | variableNames = tokens.Select(x => x.stringValue.Trim()).ToList();
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| 301 | }
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| 302 | }
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| 303 |
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| 304 | private void Expect(Token expectedToken) {
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| 305 | Token actualToken = tokenizer.Next();
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| 306 | if (actualToken != expectedToken) {
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| 307 | Error("Expected: " + expectedToken, actualToken.stringValue, tokenizer.CurrentLineNumber);
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| 308 | }
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| 309 | }
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| 310 |
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| 311 | private void Error(string message, string token, int lineNumber) {
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| 312 | throw new DataFormatException("Error while parsing.\n" + message, token, lineNumber);
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| 313 | }
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| 314 | #endregion
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| 315 | }
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| 316 | }
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