1 | /*
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2 | ////////////////////////////////////////////////////////////////////////////////////
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3 | //
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4 | // Prototypes and definitions for the Levenberg - Marquardt minimization algorithm
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5 | // Copyright (C) 2004 Manolis Lourakis (lourakis at ics forth gr)
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6 | // Institute of Computer Science, Foundation for Research & Technology - Hellas
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7 | // Heraklion, Crete, Greece.
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8 | //
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9 | // This program is free software; you can redistribute it and/or modify
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10 | // it under the terms of the GNU General Public License as published by
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11 | // the Free Software Foundation; either version 2 of the License, or
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12 | // (at your option) any later version.
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13 | //
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14 | // This program is distributed in the hope that it will be useful,
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15 | // but WITHOUT ANY WARRANTY; without even the implied warranty of
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16 | // MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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17 | // GNU General Public License for more details.
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18 | //
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19 | ////////////////////////////////////////////////////////////////////////////////////
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20 | */
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21 |
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22 | #ifndef _LEVMAR_H_
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23 | #define _LEVMAR_H_
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24 |
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25 | /************************************* Start of configuration options *************************************/
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26 | /* Note that when compiling with CMake, this configuration section is automatically generated
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27 | * based on the user's input, see levmar.h.in
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28 | */
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29 |
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30 | /* specifies whether to use LAPACK or not. Using LAPACK is strongly recommended */
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31 | #define HAVE_LAPACK
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32 |
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33 | /* specifies whether the PLASMA parallel library for multicore CPUs is available */
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34 | /* #undef HAVE_PLASMA */
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35 |
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36 | /* to avoid the overhead of repeated mallocs(), routines in Axb.c can be instructed to
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37 | * retain working memory between calls. Such a choice, however, renders these routines
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38 | * non-reentrant and is not safe in a shared memory multiprocessing environment.
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39 | * Bellow, an attempt is made to issue a warning if this option is turned on and OpenMP
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40 | * is being used (note that this will work only if omp.h is included before levmar.h)
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41 | */
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42 | #define LINSOLVERS_RETAIN_MEMORY
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43 | #if (defined(_OPENMP))
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44 | # ifdef LINSOLVERS_RETAIN_MEMORY
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45 | # ifdef _MSC_VER
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46 | # pragma message("LINSOLVERS_RETAIN_MEMORY is not safe in a multithreaded environment and should be turned off!")
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47 | # else
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48 | # warning LINSOLVERS_RETAIN_MEMORY is not safe in a multithreaded environment and should be turned off!
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49 | # endif /* _MSC_VER */
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50 | # endif /* LINSOLVERS_RETAIN_MEMORY */
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51 | #endif /* _OPENMP */
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52 |
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53 | /* specifies whether double precision routines will be compiled or not */
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54 | #define LM_DBL_PREC
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55 | /* specifies whether single precision routines will be compiled or not */
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56 | #define LM_SNGL_PREC
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57 |
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58 | /****************** End of configuration options, no changes necessary beyond this point ******************/
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59 |
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60 |
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61 | #ifdef __cplusplus
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62 | extern "C" {
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63 | #endif
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64 |
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65 | /* work arrays size for ?levmar_der and ?levmar_dif functions.
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66 | * should be multiplied by sizeof(double) or sizeof(float) to be converted to bytes
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67 | */
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68 | #define LM_DER_WORKSZ(npar, nmeas) (2*(nmeas) + 4*(npar) + (nmeas)*(npar) + (npar)*(npar))
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69 | #define LM_DIF_WORKSZ(npar, nmeas) (4*(nmeas) + 4*(npar) + (nmeas)*(npar) + (npar)*(npar))
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70 |
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71 | /* work arrays size for ?levmar_bc_der and ?levmar_bc_dif functions.
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72 | * should be multiplied by sizeof(double) or sizeof(float) to be converted to bytes
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73 | */
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74 | #define LM_BC_DER_WORKSZ(npar, nmeas) (2*(nmeas) + 4*(npar) + (nmeas)*(npar) + (npar)*(npar))
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75 | #define LM_BC_DIF_WORKSZ(npar, nmeas) LM_BC_DER_WORKSZ((npar), (nmeas)) /* LEVMAR_BC_DIF currently implemented using LEVMAR_BC_DER()! */
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76 |
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77 | /* work arrays size for ?levmar_lec_der and ?levmar_lec_dif functions.
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78 | * should be multiplied by sizeof(double) or sizeof(float) to be converted to bytes
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79 | */
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80 | #define LM_LEC_DER_WORKSZ(npar, nmeas, nconstr) LM_DER_WORKSZ((npar)-(nconstr), (nmeas))
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81 | #define LM_LEC_DIF_WORKSZ(npar, nmeas, nconstr) LM_DIF_WORKSZ((npar)-(nconstr), (nmeas))
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82 |
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83 | /* work arrays size for ?levmar_blec_der and ?levmar_blec_dif functions.
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84 | * should be multiplied by sizeof(double) or sizeof(float) to be converted to bytes
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85 | */
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86 | #define LM_BLEC_DER_WORKSZ(npar, nmeas, nconstr) LM_LEC_DER_WORKSZ((npar), (nmeas)+(npar), (nconstr))
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87 | #define LM_BLEC_DIF_WORKSZ(npar, nmeas, nconstr) LM_LEC_DIF_WORKSZ((npar), (nmeas)+(npar), (nconstr))
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88 |
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89 | /* work arrays size for ?levmar_bleic_der and ?levmar_bleic_dif functions.
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90 | * should be multiplied by sizeof(double) or sizeof(float) to be converted to bytes
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91 | */
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92 | #define LM_BLEIC_DER_WORKSZ(npar, nmeas, nconstr1, nconstr2) LM_BLEC_DER_WORKSZ((npar)+(nconstr2), (nmeas)+(nconstr2), (nconstr1)+(nconstr2))
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93 | #define LM_BLEIC_DIF_WORKSZ(npar, nmeas, nconstr1, nconstr2) LM_BLEC_DIF_WORKSZ((npar)+(nconstr2), (nmeas)+(nconstr2), (nconstr1)+(nconstr2))
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94 |
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95 | #define LM_OPTS_SZ 5 /* max(4, 5) */
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96 | #define LM_INFO_SZ 10
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97 | #define LM_ERROR -1
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98 | #define LM_INIT_MU 1E-03
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99 | #define LM_STOP_THRESH 1E-17
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100 | #define LM_DIFF_DELTA 1E-06
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101 | #define LM_VERSION "2.6 (November 2011)"
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102 |
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103 | #ifdef LM_DBL_PREC
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104 | /* double precision LM, with & without Jacobian */
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105 | /* unconstrained minimization */
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106 | extern int dlevmar_der(
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107 | void (*func)(double *p, double *hx, int m, int n, void *adata),
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108 | void (*jacf)(double *p, double *j, int m, int n, void *adata),
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109 | double *p, double *x, int m, int n, int itmax, double *opts,
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110 | double *info, double *work, double *covar, void *adata);
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111 |
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112 | extern int dlevmar_dif(
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113 | void (*func)(double *p, double *hx, int m, int n, void *adata),
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114 | double *p, double *x, int m, int n, int itmax, double *opts,
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115 | double *info, double *work, double *covar, void *adata);
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116 |
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117 | /* box-constrained minimization */
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118 | extern int dlevmar_bc_der(
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119 | void (*func)(double *p, double *hx, int m, int n, void *adata),
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120 | void (*jacf)(double *p, double *j, int m, int n, void *adata),
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121 | double *p, double *x, int m, int n, double *lb, double *ub, double *dscl,
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122 | int itmax, double *opts, double *info, double *work, double *covar, void *adata);
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123 |
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124 | extern int dlevmar_bc_dif(
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125 | void (*func)(double *p, double *hx, int m, int n, void *adata),
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126 | double *p, double *x, int m, int n, double *lb, double *ub, double *dscl,
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127 | int itmax, double *opts, double *info, double *work, double *covar, void *adata);
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128 |
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129 | #ifdef HAVE_LAPACK
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130 | /* linear equation constrained minimization */
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131 | extern int dlevmar_lec_der(
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132 | void (*func)(double *p, double *hx, int m, int n, void *adata),
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133 | void (*jacf)(double *p, double *j, int m, int n, void *adata),
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134 | double *p, double *x, int m, int n, double *A, double *b, int k,
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135 | int itmax, double *opts, double *info, double *work, double *covar, void *adata);
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136 |
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137 | extern int dlevmar_lec_dif(
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138 | void (*func)(double *p, double *hx, int m, int n, void *adata),
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139 | double *p, double *x, int m, int n, double *A, double *b, int k,
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140 | int itmax, double *opts, double *info, double *work, double *covar, void *adata);
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141 |
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142 | /* box & linear equation constrained minimization */
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143 | extern int dlevmar_blec_der(
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144 | void (*func)(double *p, double *hx, int m, int n, void *adata),
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145 | void (*jacf)(double *p, double *j, int m, int n, void *adata),
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146 | double *p, double *x, int m, int n, double *lb, double *ub, double *A, double *b, int k, double *wghts,
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147 | int itmax, double *opts, double *info, double *work, double *covar, void *adata);
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148 |
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149 | extern int dlevmar_blec_dif(
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150 | void (*func)(double *p, double *hx, int m, int n, void *adata),
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151 | double *p, double *x, int m, int n, double *lb, double *ub, double *A, double *b, int k, double *wghts,
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152 | int itmax, double *opts, double *info, double *work, double *covar, void *adata);
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153 |
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154 | /* box, linear equations & inequalities constrained minimization */
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155 | extern int dlevmar_bleic_der(
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156 | void (*func)(double *p, double *hx, int m, int n, void *adata),
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157 | void (*jacf)(double *p, double *j, int m, int n, void *adata),
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158 | double *p, double *x, int m, int n, double *lb, double *ub,
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159 | double *A, double *b, int k1, double *C, double *d, int k2,
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160 | int itmax, double *opts, double *info, double *work, double *covar, void *adata);
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161 |
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162 | extern int dlevmar_bleic_dif(
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163 | void (*func)(double *p, double *hx, int m, int n, void *adata),
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164 | double *p, double *x, int m, int n, double *lb, double *ub,
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165 | double *A, double *b, int k1, double *C, double *d, int k2,
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166 | int itmax, double *opts, double *info, double *work, double *covar, void *adata);
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167 |
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168 | /* box & linear inequality constraints */
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169 | extern int dlevmar_blic_der(
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170 | void (*func)(double *p, double *hx, int m, int n, void *adata),
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171 | void (*jacf)(double *p, double *j, int m, int n, void *adata),
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172 | double *p, double *x, int m, int n, double *lb, double *ub, double *C, double *d, int k2,
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173 | int itmax, double opts[4], double info[LM_INFO_SZ], double *work, double *covar, void *adata);
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174 |
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175 | extern int dlevmar_blic_dif(
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176 | void (*func)(double *p, double *hx, int m, int n, void *adata),
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177 | double *p, double *x, int m, int n, double *lb, double *ub, double *C, double *d, int k2,
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178 | int itmax, double opts[5], double info[LM_INFO_SZ], double *work, double *covar, void *adata);
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179 |
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180 | /* linear equation & inequality constraints */
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181 | extern int dlevmar_leic_der(
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182 | void (*func)(double *p, double *hx, int m, int n, void *adata),
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183 | void (*jacf)(double *p, double *j, int m, int n, void *adata),
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184 | double *p, double *x, int m, int n, double *A, double *b, int k1, double *C, double *d, int k2,
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185 | int itmax, double opts[4], double info[LM_INFO_SZ], double *work, double *covar, void *adata);
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186 |
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187 | extern int dlevmar_leic_dif(
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188 | void (*func)(double *p, double *hx, int m, int n, void *adata),
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189 | double *p, double *x, int m, int n, double *A, double *b, int k1, double *C, double *d, int k2,
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190 | int itmax, double opts[5], double info[LM_INFO_SZ], double *work, double *covar, void *adata);
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191 |
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192 | /* linear inequality constraints */
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193 | extern int dlevmar_lic_der(
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194 | void (*func)(double *p, double *hx, int m, int n, void *adata),
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195 | void (*jacf)(double *p, double *j, int m, int n, void *adata),
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196 | double *p, double *x, int m, int n, double *C, double *d, int k2,
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197 | int itmax, double opts[4], double info[LM_INFO_SZ], double *work, double *covar, void *adata);
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198 |
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199 | extern int dlevmar_lic_dif(
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200 | void (*func)(double *p, double *hx, int m, int n, void *adata),
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201 | double *p, double *x, int m, int n, double *C, double *d, int k2,
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202 | int itmax, double opts[5], double info[LM_INFO_SZ], double *work, double *covar, void *adata);
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203 | #endif /* HAVE_LAPACK */
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204 |
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205 | #endif /* LM_DBL_PREC */
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206 |
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207 |
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208 | #ifdef LM_SNGL_PREC
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209 | /* single precision LM, with & without Jacobian */
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210 | /* unconstrained minimization */
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211 | extern int slevmar_der(
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212 | void (*func)(float *p, float *hx, int m, int n, void *adata),
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213 | void (*jacf)(float *p, float *j, int m, int n, void *adata),
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214 | float *p, float *x, int m, int n, int itmax, float *opts,
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215 | float *info, float *work, float *covar, void *adata);
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216 |
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217 | extern int slevmar_dif(
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218 | void (*func)(float *p, float *hx, int m, int n, void *adata),
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219 | float *p, float *x, int m, int n, int itmax, float *opts,
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220 | float *info, float *work, float *covar, void *adata);
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221 |
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222 | /* box-constrained minimization */
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223 | extern int slevmar_bc_der(
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224 | void (*func)(float *p, float *hx, int m, int n, void *adata),
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225 | void (*jacf)(float *p, float *j, int m, int n, void *adata),
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226 | float *p, float *x, int m, int n, float *lb, float *ub, float *dscl,
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227 | int itmax, float *opts, float *info, float *work, float *covar, void *adata);
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228 |
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229 | extern int slevmar_bc_dif(
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230 | void (*func)(float *p, float *hx, int m, int n, void *adata),
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231 | float *p, float *x, int m, int n, float *lb, float *ub, float *dscl,
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232 | int itmax, float *opts, float *info, float *work, float *covar, void *adata);
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233 |
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234 | #ifdef HAVE_LAPACK
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235 | /* linear equation constrained minimization */
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236 | extern int slevmar_lec_der(
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237 | void (*func)(float *p, float *hx, int m, int n, void *adata),
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238 | void (*jacf)(float *p, float *j, int m, int n, void *adata),
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239 | float *p, float *x, int m, int n, float *A, float *b, int k,
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240 | int itmax, float *opts, float *info, float *work, float *covar, void *adata);
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241 |
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242 | extern int slevmar_lec_dif(
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243 | void (*func)(float *p, float *hx, int m, int n, void *adata),
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244 | float *p, float *x, int m, int n, float *A, float *b, int k,
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245 | int itmax, float *opts, float *info, float *work, float *covar, void *adata);
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246 |
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247 | /* box & linear equation constrained minimization */
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248 | extern int slevmar_blec_der(
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249 | void (*func)(float *p, float *hx, int m, int n, void *adata),
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250 | void (*jacf)(float *p, float *j, int m, int n, void *adata),
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251 | float *p, float *x, int m, int n, float *lb, float *ub, float *A, float *b, int k, float *wghts,
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252 | int itmax, float *opts, float *info, float *work, float *covar, void *adata);
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253 |
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254 | extern int slevmar_blec_dif(
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255 | void (*func)(float *p, float *hx, int m, int n, void *adata),
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256 | float *p, float *x, int m, int n, float *lb, float *ub, float *A, float *b, int k, float *wghts,
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257 | int itmax, float *opts, float *info, float *work, float *covar, void *adata);
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258 |
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259 | /* box, linear equations & inequalities constrained minimization */
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260 | extern int slevmar_bleic_der(
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261 | void (*func)(float *p, float *hx, int m, int n, void *adata),
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262 | void (*jacf)(float *p, float *j, int m, int n, void *adata),
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263 | float *p, float *x, int m, int n, float *lb, float *ub,
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264 | float *A, float *b, int k1, float *C, float *d, int k2,
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265 | int itmax, float *opts, float *info, float *work, float *covar, void *adata);
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266 |
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267 | extern int slevmar_bleic_dif(
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268 | void (*func)(float *p, float *hx, int m, int n, void *adata),
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269 | float *p, float *x, int m, int n, float *lb, float *ub,
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270 | float *A, float *b, int k1, float *C, float *d, int k2,
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271 | int itmax, float *opts, float *info, float *work, float *covar, void *adata);
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272 |
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273 | /* box & linear inequality constraints */
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274 | extern int slevmar_blic_der(
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275 | void (*func)(float *p, float *hx, int m, int n, void *adata),
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276 | void (*jacf)(float *p, float *j, int m, int n, void *adata),
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277 | float *p, float *x, int m, int n, float *lb, float *ub, float *C, float *d, int k2,
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278 | int itmax, float opts[4], float info[LM_INFO_SZ], float *work, float *covar, void *adata);
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279 |
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280 | extern int slevmar_blic_dif(
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281 | void (*func)(float *p, float *hx, int m, int n, void *adata),
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282 | float *p, float *x, int m, int n, float *lb, float *ub, float *C, float *d, int k2,
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283 | int itmax, float opts[5], float info[LM_INFO_SZ], float *work, float *covar, void *adata);
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284 |
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285 | /* linear equality & inequality constraints */
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286 | extern int slevmar_leic_der(
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287 | void (*func)(float *p, float *hx, int m, int n, void *adata),
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288 | void (*jacf)(float *p, float *j, int m, int n, void *adata),
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289 | float *p, float *x, int m, int n, float *A, float *b, int k1, float *C, float *d, int k2,
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290 | int itmax, float opts[4], float info[LM_INFO_SZ], float *work, float *covar, void *adata);
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291 |
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292 | extern int slevmar_leic_dif(
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293 | void (*func)(float *p, float *hx, int m, int n, void *adata),
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294 | float *p, float *x, int m, int n, float *A, float *b, int k1, float *C, float *d, int k2,
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295 | int itmax, float opts[5], float info[LM_INFO_SZ], float *work, float *covar, void *adata);
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296 |
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297 | /* linear inequality constraints */
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298 | extern int slevmar_lic_der(
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299 | void (*func)(float *p, float *hx, int m, int n, void *adata),
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300 | void (*jacf)(float *p, float *j, int m, int n, void *adata),
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301 | float *p, float *x, int m, int n, float *C, float *d, int k2,
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302 | int itmax, float opts[4], float info[LM_INFO_SZ], float *work, float *covar, void *adata);
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303 |
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304 | extern int slevmar_lic_dif(
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305 | void (*func)(float *p, float *hx, int m, int n, void *adata),
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306 | float *p, float *x, int m, int n, float *C, float *d, int k2,
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307 | int itmax, float opts[5], float info[LM_INFO_SZ], float *work, float *covar, void *adata);
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308 | #endif /* HAVE_LAPACK */
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309 |
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310 | #endif /* LM_SNGL_PREC */
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311 |
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312 | /* linear system solvers */
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313 | #ifdef HAVE_LAPACK
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314 |
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315 | #ifdef LM_DBL_PREC
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316 | extern int dAx_eq_b_QR(double *A, double *B, double *x, int m);
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317 | extern int dAx_eq_b_QRLS(double *A, double *B, double *x, int m, int n);
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318 | extern int dAx_eq_b_Chol(double *A, double *B, double *x, int m);
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319 | extern int dAx_eq_b_LU(double *A, double *B, double *x, int m);
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320 | extern int dAx_eq_b_SVD(double *A, double *B, double *x, int m);
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321 | extern int dAx_eq_b_BK(double *A, double *B, double *x, int m);
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322 | #endif /* LM_DBL_PREC */
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323 |
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324 | #ifdef LM_SNGL_PREC
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325 | extern int sAx_eq_b_QR(float *A, float *B, float *x, int m);
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326 | extern int sAx_eq_b_QRLS(float *A, float *B, float *x, int m, int n);
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327 | extern int sAx_eq_b_Chol(float *A, float *B, float *x, int m);
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328 | extern int sAx_eq_b_LU(float *A, float *B, float *x, int m);
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329 | extern int sAx_eq_b_SVD(float *A, float *B, float *x, int m);
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330 | extern int sAx_eq_b_BK(float *A, float *B, float *x, int m);
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331 | #endif /* LM_SNGL_PREC */
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332 |
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333 | #else /* no LAPACK */
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334 |
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335 | #ifdef LM_DBL_PREC
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336 | extern int dAx_eq_b_LU_noLapack(double *A, double *B, double *x, int n);
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337 | #endif /* LM_DBL_PREC */
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338 |
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339 | #ifdef LM_SNGL_PREC
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340 | extern int sAx_eq_b_LU_noLapack(float *A, float *B, float *x, int n);
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341 | #endif /* LM_SNGL_PREC */
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342 |
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343 | #endif /* HAVE_LAPACK */
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344 |
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345 | #ifdef HAVE_PLASMA
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346 | #ifdef LM_DBL_PREC
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347 | extern int dAx_eq_b_PLASMA_Chol(double *A, double *B, double *x, int m);
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348 | #endif
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349 | #ifdef LM_SNGL_PREC
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350 | extern int sAx_eq_b_PLASMA_Chol(float *A, float *B, float *x, int m);
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351 | #endif
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352 | extern void levmar_PLASMA_setnbcores(int cores);
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353 | #endif /* HAVE_PLASMA */
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354 |
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355 | /* Jacobian verification, double & single precision */
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356 | #ifdef LM_DBL_PREC
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357 | extern void dlevmar_chkjac(
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358 | void (*func)(double *p, double *hx, int m, int n, void *adata),
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359 | void (*jacf)(double *p, double *j, int m, int n, void *adata),
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360 | double *p, int m, int n, void *adata, double *err);
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361 | #endif /* LM_DBL_PREC */
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362 |
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363 | #ifdef LM_SNGL_PREC
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364 | extern void slevmar_chkjac(
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365 | void (*func)(float *p, float *hx, int m, int n, void *adata),
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366 | void (*jacf)(float *p, float *j, int m, int n, void *adata),
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367 | float *p, int m, int n, void *adata, float *err);
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368 | #endif /* LM_SNGL_PREC */
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369 |
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370 | /* miscellaneous: standard deviation, coefficient of determination (R2),
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371 | * Pearson's correlation coefficient for best-fit parameters
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372 | */
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373 | #ifdef LM_DBL_PREC
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374 | extern double dlevmar_stddev( double *covar, int m, int i);
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375 | extern double dlevmar_corcoef(double *covar, int m, int i, int j);
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376 | extern double dlevmar_R2(void (*func)(double *p, double *hx, int m, int n, void *adata), double *p, double *x, int m, int n, void *adata);
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377 |
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378 | #endif /* LM_DBL_PREC */
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379 |
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380 | #ifdef LM_SNGL_PREC
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381 | extern float slevmar_stddev( float *covar, int m, int i);
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382 | extern float slevmar_corcoef(float *covar, int m, int i, int j);
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383 | extern float slevmar_R2(void (*func)(float *p, float *hx, int m, int n, void *adata), float *p, float *x, int m, int n, void *adata);
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384 |
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385 | extern void slevmar_locscale(
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386 | void (*func)(float *p, float *hx, int m, int n, void *adata),
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387 | float *p, float *x, int m, int n, void *adata,
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388 | int howto, float locscl[2], float **residptr);
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389 |
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390 | extern int slevmar_outlid(float *r, int n, float thresh, float ls[2], char *outlmap);
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391 |
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392 | #endif /* LM_SNGL_PREC */
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393 |
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394 | #ifdef __cplusplus
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395 | }
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396 | #endif
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397 |
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398 | #endif /* _LEVMAR_H_ */
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