1 | // $Id: nni_test.cc 335 2005-06-02 21:46:55Z jari $ |
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2 | |
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3 | #include <c++_tools/utility/FileIO.h> |
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4 | #include <c++_tools/gslapi/matrix.h> |
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5 | #include <c++_tools/utility/kNNI.h> |
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6 | #include <c++_tools/utility/WeNNI.h> |
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7 | |
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8 | #include <cmath> |
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9 | #include <iostream> |
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10 | #include <fstream> |
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11 | #include <string> |
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12 | |
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13 | using namespace theplu; |
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14 | |
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15 | void check_file_access(std::string& str) |
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16 | { |
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17 | if (utility::FileIO().access_rights(str,"r")) { |
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18 | std::cerr << "test_nni: Cannot access file " << str << std::endl; |
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19 | exit(-1); |
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20 | } |
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21 | } |
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22 | |
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23 | int main(const int argc,const char* argv[]) |
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24 | { |
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25 | bool print = (argc>1 && argv[1]==std::string("-p")); |
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26 | bool ok = true; |
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27 | uint neighbours=3; |
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28 | std::string knni_data("data/knni_matrix.data"); |
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29 | std::string knni_result("data/knni_result.data"); |
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30 | std::string knni_weight("data/knni_weight.data"); |
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31 | std::string wenni_data("data/knni_matrix.data"); |
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32 | std::string wenni_result("data/wenni_result.data"); |
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33 | std::string wenni_weight("data/wenni_weight.data"); |
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34 | check_file_access(knni_data); |
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35 | check_file_access(knni_result); |
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36 | check_file_access(knni_weight); |
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37 | check_file_access(wenni_data); |
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38 | check_file_access(wenni_result); |
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39 | check_file_access(wenni_weight); |
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40 | |
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41 | // test kNNI |
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42 | std::ifstream data_stream(knni_data.c_str()); |
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43 | std::ifstream weight_stream(knni_weight.c_str()); |
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44 | gslapi::matrix data(data_stream); |
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45 | gslapi::matrix weight(weight_stream); |
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46 | utility::kNNI knni(data,weight,neighbours); |
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47 | knni.estimate(); |
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48 | std::ifstream control_stream(knni_result.c_str()); |
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49 | gslapi::matrix control(control_stream); |
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50 | control-=knni.imputed_data(); |
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51 | // Jari, should we use GSL defined round off errors? Anyway, the |
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52 | // hardcoded number below should be changed. |
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53 | double error_bound = 5e-13; |
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54 | for (unsigned int i=0; i<control.rows(); i++) |
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55 | for (unsigned int j=0; j<control.columns(); j++) |
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56 | if (fabs(control(i,j))>error_bound) { |
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57 | if (print) |
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58 | std::cerr << "kNNI FAILED, error on row " << i << " and " |
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59 | << "column " << j << " is " << fabs(control(i,j)) |
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60 | << ". Expected less than " << error_bound << std::endl; |
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61 | ok=false; // calculation result out of accepted error bounds |
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62 | } |
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63 | else |
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64 | if (!((control(i,j)==control(i,j)))) { |
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65 | if (print) |
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66 | std::cerr << "kNNI FAILED, nan (not a number) " |
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67 | << "encountered in test on row " << i |
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68 | << " and column " << j << std::endl; |
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69 | ok =false; // calucaltion error detected |
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70 | } |
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71 | control_stream.close(); |
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72 | data_stream.close(); |
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73 | weight_stream.close(); |
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74 | |
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75 | // test WeNNI |
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76 | data_stream.open(wenni_data.c_str()); |
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77 | data=gslapi::matrix(data_stream); |
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78 | weight_stream.open(wenni_weight.c_str()); |
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79 | weight=gslapi::matrix(weight_stream); |
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80 | utility::WeNNI wenni(data,weight,neighbours); |
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81 | wenni.estimate(); |
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82 | control_stream.open(wenni_result.c_str()); |
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83 | control=gslapi::matrix(control_stream); |
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84 | control-=wenni.imputed_data(); |
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85 | for (unsigned int i=0; i<control.rows(); i++) |
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86 | for (unsigned int j=0; j<control.columns(); j++) |
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87 | // Jari, should we use GSL defined round off errors? Anyway, the |
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88 | // hardcoded number below should be changed. |
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89 | if (fabs(control(i,j))>error_bound) { |
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90 | if (print) |
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91 | std::cerr << "WeNNI FAILED, error on row " << i << " and " |
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92 | << "column " << j << " is " << fabs(control(i,j)) |
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93 | << ". Expected less than " << error_bound << std::endl; |
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94 | ok=false; // calculation result out of accepted error bounds |
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95 | } |
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96 | else |
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97 | if (!((control(i,j)==control(i,j)))) { |
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98 | if (print) |
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99 | std::cerr << "WeNNI FAILED, nan (not a number) " |
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100 | << "encountered in test on row " << i |
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101 | << " and column " << j << std::endl; |
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102 | ok=false; // calucaltion error detected |
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103 | } |
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104 | control_stream.close(); |
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105 | data_stream.close(); |
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106 | weight_stream.close(); |
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107 | |
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108 | // test WeNNI with binary weights |
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109 | data_stream.open(knni_data.c_str()); |
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110 | data=gslapi::matrix(data_stream); |
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111 | weight_stream.open(knni_weight.c_str()); |
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112 | weight=gslapi::matrix(weight_stream); |
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113 | utility::WeNNI wenni2(data,weight,neighbours); |
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114 | wenni2.estimate(); |
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115 | control_stream.open(knni_result.c_str()); |
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116 | control=gslapi::matrix(control_stream); |
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117 | control-=wenni2.imputed_data(); |
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118 | for (unsigned int i=0; i<control.rows(); i++) |
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119 | for (unsigned int j=0; j<control.columns(); j++) |
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120 | // Jari, should we use GSL defined round off errors? Anyway, the |
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121 | // hardcoded number below should be changed. |
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122 | if (fabs(control(i,j))>error_bound) { |
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123 | if (print) |
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124 | std::cerr << "WeNNI binary weight test FAILED.\nError on row " << i |
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125 | << " and column " << j << " is " << fabs(control(i,j)) |
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126 | << ". Expected less than " << error_bound << std::endl; |
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127 | ok=false; // calculation result out of accepted error bounds |
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128 | } |
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129 | else |
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130 | if (!((control(i,j)==control(i,j)))) { |
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131 | if (print) |
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132 | std::cerr << "WeNNI binary wieght test FAILED.\n" |
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133 | << "nan (not a number) encountered in test on row " << i |
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134 | << " and column " << j << std::endl; |
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135 | ok=false; // calucaltion error detected |
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136 | } |
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137 | control_stream.close(); |
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138 | data_stream.close(); |
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139 | weight_stream.close(); |
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140 | |
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141 | return (ok ? 0 : -1); |
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142 | } |
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