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1 /********************************************************************
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2 * *
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3 * THIS FILE IS PART OF THE OggVorbis SOFTWARE CODEC SOURCE CODE. *
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4 * USE, DISTRIBUTION AND REPRODUCTION OF THIS LIBRARY SOURCE IS *
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5 * GOVERNED BY A BSD-STYLE SOURCE LICENSE INCLUDED WITH THIS SOURCE *
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6 * IN 'COPYING'. PLEASE READ THESE TERMS BEFORE DISTRIBUTING. *
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7 * *
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8 * THE OggVorbis SOURCE CODE IS (C) COPYRIGHT 1994-2001 *
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9 * by the Xiph.Org Foundation http://www.xiph.org/ *
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10 * *
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11 ********************************************************************
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12
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13 function: function calls to collect codebook metrics
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14 last mod: $Id: metrics.c 16037 2009-05-26 21:10:58Z xiphmont $
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15
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16 ********************************************************************/
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17
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18
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19 #include <stdlib.h>
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20 #include <unistd.h>
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21 #include <math.h>
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22 #include "bookutil.h"
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23
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24 /* collect the following metrics:
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25
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26 mean and mean squared amplitude
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27 mean and mean squared error
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28 mean and mean squared error (per sample) by entry
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29 worst case fit by entry
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30 entry cell size
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31 hits by entry
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32 total bits
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33 total samples
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34 (average bits per sample)*/
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35
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36
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37 /* set up metrics */
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38
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39 float meanamplitude_acc=0.f;
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40 float meanamplitudesq_acc=0.f;
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41 float meanerror_acc=0.f;
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42 float meanerrorsq_acc=0.f;
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43
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44 float **histogram=NULL;
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45 float **histogram_error=NULL;
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46 float **histogram_errorsq=NULL;
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47 float **histogram_hi=NULL;
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48 float **histogram_lo=NULL;
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49 float bits=0.f;
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50 float count=0.f;
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51
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52 static float *_now(codebook *c, int i){
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53 return c->valuelist+i*c->c->dim;
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54 }
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55
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56 int books=0;
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57
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58 void process_preprocess(codebook **bs,char *basename){
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59 int i;
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60 while(bs[books])books++;
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61
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62 if(books){
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63 histogram=_ogg_calloc(books,sizeof(float *));
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64 histogram_error=_ogg_calloc(books,sizeof(float *));
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65 histogram_errorsq=_ogg_calloc(books,sizeof(float *));
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66 histogram_hi=_ogg_calloc(books,sizeof(float *));
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67 histogram_lo=_ogg_calloc(books,sizeof(float *));
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68 }else{
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69 fprintf(stderr,"Specify at least one codebook\n");
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70 exit(1);
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71 }
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72
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73 for(i=0;i<books;i++){
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74 codebook *b=bs[i];
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75 histogram[i]=_ogg_calloc(b->entries,sizeof(float));
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76 histogram_error[i]=_ogg_calloc(b->entries*b->dim,sizeof(float));
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77 histogram_errorsq[i]=_ogg_calloc(b->entries*b->dim,sizeof(float));
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78 histogram_hi[i]=_ogg_calloc(b->entries*b->dim,sizeof(float));
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79 histogram_lo[i]=_ogg_calloc(b->entries*b->dim,sizeof(float));
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80 }
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81 }
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82
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83 static float _dist(int el,float *a, float *b){
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84 int i;
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85 float acc=0.f;
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86 for(i=0;i<el;i++){
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87 float val=(a[i]-b[i]);
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88 acc+=val*val;
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89 }
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90 return acc;
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91 }
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92
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93 void cell_spacing(codebook *c){
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94 int j,k;
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95 float min=-1.f,max=-1.f,mean=0.f,meansq=0.f;
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96 long total=0;
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97
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98 /* minimum, maximum, mean, ms cell spacing */
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99 for(j=0;j<c->c->entries;j++){
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100 if(c->c->lengthlist[j]>0){
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101 float localmin=-1.;
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102 for(k=0;k<c->c->entries;k++){
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103 if(c->c->lengthlist[k]>0){
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104 float this=_dist(c->c->dim,_now(c,j),_now(c,k));
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105 if(j!=k &&
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106 (localmin==-1 || this<localmin))
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107 localmin=this;
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108 }
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109 }
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110
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111 if(min==-1 || localmin<min)min=localmin;
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112 if(max==-1 || localmin>max)max=localmin;
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113 mean+=sqrt(localmin);
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114 meansq+=localmin;
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115 total++;
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116 }
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117 }
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118
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119 fprintf(stderr,"\tminimum cell spacing (closest side): %g\n",sqrt(min));
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120 fprintf(stderr,"\tmaximum cell spacing (closest side): %g\n",sqrt(max));
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121 fprintf(stderr,"\tmean closest side spacing: %g\n",mean/total);
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122 fprintf(stderr,"\tmean sq closest side spacing: %g\n",sqrt(meansq/total));
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123 }
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124
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125 void process_postprocess(codebook **bs,char *basename){
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126 int i,k,book;
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127 char *buffer=alloca(strlen(basename)+80);
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128
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129 fprintf(stderr,"Done. Processed %ld data points:\n\n",
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130 (long)count);
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131
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132 fprintf(stderr,"Global statistics:******************\n\n");
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133
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134 fprintf(stderr,"\ttotal samples: %ld\n",(long)count);
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135 fprintf(stderr,"\ttotal bits required to code: %ld\n",(long)bits);
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136 fprintf(stderr,"\taverage bits per sample: %g\n\n",bits/count);
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137
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138 fprintf(stderr,"\tmean sample amplitude: %g\n",
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139 meanamplitude_acc/count);
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140 fprintf(stderr,"\tmean squared sample amplitude: %g\n\n",
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141 sqrt(meanamplitudesq_acc/count));
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142
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143 fprintf(stderr,"\tmean code error: %g\n",
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144 meanerror_acc/count);
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145 fprintf(stderr,"\tmean squared code error: %g\n\n",
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146 sqrt(meanerrorsq_acc/count));
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147
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148 for(book=0;book<books;book++){
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149 FILE *out;
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150 codebook *b=bs[book];
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151 int n=b->c->entries;
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152 int dim=b->c->dim;
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153
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154 fprintf(stderr,"Book %d statistics:------------------\n",book);
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155
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156 cell_spacing(b);
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157
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158 sprintf(buffer,"%s-%d-mse.m",basename,book);
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159 out=fopen(buffer,"w");
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160 if(!out){
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161 fprintf(stderr,"Could not open file %s for writing\n",buffer);
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162 exit(1);
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163 }
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164
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165 for(i=0;i<n;i++){
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166 for(k=0;k<dim;k++){
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167 fprintf(out,"%d, %g, %g\n",
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168 i*dim+k,(b->valuelist+i*dim)[k],
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169 sqrt((histogram_errorsq[book]+i*dim)[k]/histogram[book][i]));
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170 }
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171 }
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172 fclose(out);
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173
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174 sprintf(buffer,"%s-%d-me.m",basename,book);
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175 out=fopen(buffer,"w");
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176 if(!out){
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177 fprintf(stderr,"Could not open file %s for writing\n",buffer);
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178 exit(1);
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179 }
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180
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181 for(i=0;i<n;i++){
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182 for(k=0;k<dim;k++){
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183 fprintf(out,"%d, %g, %g\n",
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184 i*dim+k,(b->valuelist+i*dim)[k],
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185 (histogram_error[book]+i*dim)[k]/histogram[book][i]);
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186 }
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187 }
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188 fclose(out);
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189
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190 sprintf(buffer,"%s-%d-worst.m",basename,book);
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191 out=fopen(buffer,"w");
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192 if(!out){
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193 fprintf(stderr,"Could not open file %s for writing\n",buffer);
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194 exit(1);
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195 }
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196
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197 for(i=0;i<n;i++){
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198 for(k=0;k<dim;k++){
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199 fprintf(out,"%d, %g, %g, %g\n",
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200 i*dim+k,(b->valuelist+i*dim)[k],
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201 (b->valuelist+i*dim)[k]+(histogram_lo[book]+i*dim)[k],
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202 (b->valuelist+i*dim)[k]+(histogram_hi[book]+i*dim)[k]);
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203 }
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204 }
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205 fclose(out);
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206 }
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207 }
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208
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209 float process_one(codebook *b,int book,float *a,int dim,int step,int addmul,
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210 float base){
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211 int j,entry;
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212 float amplitude=0.f;
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213
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214 if(book==0){
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215 float last=base;
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216 for(j=0;j<dim;j++){
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217 amplitude=a[j*step]-(b->c->q_sequencep?last:0);
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218 meanamplitude_acc+=fabs(amplitude);
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219 meanamplitudesq_acc+=amplitude*amplitude;
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220 count++;
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221 last=a[j*step];
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222 }
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223 }
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224
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225 if(b->c->q_sequencep){
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226 float temp;
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227 for(j=0;j<dim;j++){
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228 temp=a[j*step];
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229 a[j*step]-=base;
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230 }
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231 base=temp;
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232 }
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233
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234 entry=vorbis_book_besterror(b,a,step,addmul);
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235
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236 if(entry==-1){
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237 fprintf(stderr,"Internal error: _best returned -1.\n");
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238 exit(1);
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239 }
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240
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241 histogram[book][entry]++;
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242 bits+=vorbis_book_codelen(b,entry);
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243
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244 for(j=0;j<dim;j++){
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245 float error=a[j*step];
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246
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247 if(book==books-1){
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248 meanerror_acc+=fabs(error);
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249 meanerrorsq_acc+=error*error;
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250 }
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251 histogram_errorsq[book][entry*dim+j]+=error*error;
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252 histogram_error[book][entry*dim+j]+=fabs(error);
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253 if(histogram[book][entry]==0 || histogram_hi[book][entry*dim+j]<error)
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254 histogram_hi[book][entry*dim+j]=error;
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255 if(histogram[book][entry]==0 || histogram_lo[book][entry*dim+j]>error)
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256 histogram_lo[book][entry*dim+j]=error;
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257 }
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258 return base;
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259 }
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260
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261
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262 void process_vector(codebook **bs,int *addmul,int inter,float *a,int n){
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263 int bi;
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264 int i;
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265
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266 for(bi=0;bi<books;bi++){
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267 codebook *b=bs[bi];
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268 int dim=b->dim;
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269 float base=0.f;
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270
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271 if(inter){
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272 for(i=0;i<n/dim;i++)
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273 base=process_one(b,bi,a+i,dim,n/dim,addmul[bi],base);
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274 }else{
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275 for(i=0;i<=n-dim;i+=dim)
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276 base=process_one(b,bi,a+i,dim,1,addmul[bi],base);
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277 }
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278 }
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279
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280 if((long)(count)%100)spinnit("working.... samples: ",count);
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281 }
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282
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283 void process_usage(void){
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284 fprintf(stderr,
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285 "usage: vqmetrics [-i] +|*<codebook>.vqh [ +|*<codebook.vqh> ]... \n"
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286 " datafile.vqd [datafile.vqd]...\n\n"
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287 " data can be taken on stdin. -i indicates interleaved coding.\n"
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288 " Output goes to output files:\n"
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289 " basename-me.m: gnuplot: mean error by entry value\n"
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290 " basename-mse.m: gnuplot: mean square error by entry value\n"
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291 " basename-worst.m: gnuplot: worst error by entry value\n"
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292 " basename-distance.m: gnuplot file showing distance probability\n"
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293 "\n");
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294
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295 }
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