Mercurial > mercurial > hgweb_golang.cgi

annotate src/logistic.go @ 51:4e14902379da

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first release.
author pyon@macmini
date Fri, 01 May 2020 23:45:22 +0900
parents 3673b244ad94
children
Ignore whitespace changes - Everywhere: Within whitespace: At end of lines:
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1 /*
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2 * ロジスティック回帰分析
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3 * Last Change: 2018-01-21 Sun 17:15:18.
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4 */
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5 package main
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6
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7 import (
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8 "bufio"
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9 "fmt"
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10 "image"
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11 "image/color"
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12 "image/png"
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13 "log"
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14 "math"
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15 "os"
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16 "strconv"
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17 "strings"
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18 "time"
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19 )
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20
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21 var RMAX int // 最大繰り返し回数
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22 var NN, MM int // 説明変数の次元
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23 var lr float64 // 学習率
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24 var vb []float64 // 重み（切片と傾き）ベクトル
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25 var db float64 // vb の微増分（デルタ）
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26 var mx [][]float64 // 説明変数
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27 var vy []float64 // 結果変数
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28 var start time.Time
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29
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30 func init() {
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31 start = time.Now()
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32
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33 RMAX = 500
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34
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35 lr = 0.005
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36 db = 0.0001
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37
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38 NN, MM = 1000, 3 // i, j
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39 vb = make( []float64, MM )
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40 vy = make( []float64, NN )
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41 mx = make( [][]float64, NN )
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42 for i := range mx {
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43 mx[i] = make( []float64, MM )
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44 mx[i][0] = 1.0
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45 }
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46
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47 for j := range vb {
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48 vb[j] = 1.0
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49 }
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50
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51 f, err := os.Open( "input.txt" )
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52 if err != nil {
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53 log.Fatal( err )
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54 }
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55 scanner := bufio.NewScanner( f )
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56 var buf []string
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57 i := 0
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58 for scanner.Scan() {
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59 buf = strings.Split( scanner.Text(), "\t" )
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60 for j := range vb {
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61 if s, err := strconv.ParseFloat( buf[j], 64 ); err != nil {
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62 log.Fatal( err )
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63 } else {
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64 if j == MM - 1 {
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65 vy[i] = s
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66 } else {
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67 mx[i][j+1] = s
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68 }
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69 }
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70 }
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71 i++
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72 }
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73 if err := scanner.Err(); err != nil {
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74 log.Fatal( err )
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75 }
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76 f.Close()
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77 }
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78
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79 func main() {
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80
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81 for n := 0; n < RMAX; n++ {
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82 dcdb := f_dCdb() // 対数尤度の勾配を計算
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83 odds := f_odds() // オッズを計算
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84
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85 for j := range dcdb {
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86 vb[j] -= dcdb[j] * lr // 重み係数を更新
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87 }
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88
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89 fmt.Printf( "%04d> %7.2f %6.2f %3.1f\n", n, dcdb, vb, odds ) // 出力
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90 }
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91 fmt.Println( time.Now().Sub( start ) )
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92 //makegraph()
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93 }
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94
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95 func f_dCdb() []float64 {
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96
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97 dcdb := make( []float64, MM )
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98
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99 for p := range vb {
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100 for i:= 0; i < NN; i++ {
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101 var xb0, xb float64
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102 for j:= range vb {
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103 d := 0.0
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104 if j == p {
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105 d = db
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106 }
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107 xb0 += mx[i][j] * vb[j]
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108 xb += mx[i][j] * ( vb[j] + d )
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109 }
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110 s0 := ( vy[i] - 1 ) * xb0 - math.Log1p( math.Exp( - ( xb0 ) ) )
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111 s := ( vy[i] - 1 ) * xb - math.Log1p( math.Exp( - ( xb ) ) )
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112 dcdb[p] += - ( s - s0 ) / db
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113 }
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114 }
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115 return dcdb
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116 }
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117
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118 func f_odds() []float64 {
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119 odds := make( []float64, MM )
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120 for j:= range vb {
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121 odds[j] = math.Exp( vb[j] )
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122 }
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123 return odds
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124 }
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125
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126 func makegraph() {
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127 const width, height = 256, 256
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128 img := image.NewNRGBA( image.Rect( 0, 0, width, height ) )
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129 for y := 0; y < height; y++ {
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130 for x := 0; x < width; x++ {
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131 img.Set( x, y, color.NRGBA{
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132 R: uint8( ( x + y ) & 255 ),
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133 G: uint8( ( x + y ) << 1 & 255 ),
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134 B: uint8( ( x + y ) << 2 & 255 ),
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135 A: 255,
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136 } )
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137 }
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138 }
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139
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140 f, err := os.Create( "image.png" )
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141 if err != nil {
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142 log.Fatal( err )
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143 }
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144
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145 if err := png.Encode( f, img ); err != nil {
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146 f.Close()
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147 log.Fatal( err )
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148 }
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149
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150 if err := f.Close(); err != nil {
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151 log.Fatal( err )
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152 }
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153 }
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154
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155 /* - input.txt - */
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156 /*
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157 0 0 0
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1157 */