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#include |
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/* |
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Copyright © 2002, University of Tennessee Research Foundation. |
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All rights reserved. |
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Redistribution and use in source and binary forms, with or without |
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modification, are permitted provided that the following conditions are met: |
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* Redistributions of source code must retain the above copyright notice, this |
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list of conditions and the following disclaimer. |
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Redistributions in binary form must reproduce the above copyright notice, |
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this list of conditions and the following disclaimer in the documentation |
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and/or other materials provided with the distribution. |
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* Neither the name of the University of Tennessee nor the names of its |
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contributors may be used to endorse or promote products derived from this |
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software without specific prior written permission. |
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THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" |
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AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE |
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IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE |
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ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE |
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LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR |
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CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF |
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SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS |
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INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN |
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CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) |
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ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE |
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POSSIBILITY OF SUCH DAMAGE. |
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*/ |
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#include |
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#include |
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#include "svdlib.h" |
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#include "svdutil.h" |
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38
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char *SVDVersion = "1.4"; |
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__SVDLIBC_LONG SVDVerbosity = 1; |
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__SVDLIBC_LONG SVDCount[SVD_COUNTERS]; |
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42
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10
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void svdResetCounters(void) { |
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int i; |
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20
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100
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for (i = 0; i < SVD_COUNTERS; i++) |
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SVDCount[i] = 0; |
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10
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} |
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48
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/********************************* Allocation ********************************/ |
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50
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/* Row major order. Rows are vectors that are consecutive in memory. Matrix |
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is initialized to empty. */ |
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20
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DMat svdNewDMat(int rows, int cols) { |
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int i; |
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20
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DMat D = (DMat) malloc(sizeof(struct dmat)); |
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20
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50
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if (!D) {perror("svdNewDMat"); return NULL;} |
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D->rows = rows; |
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20
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D->cols = cols; |
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58
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59
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20
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D->value = (double **) malloc(rows * sizeof(double *)); |
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20
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50
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if (!D->value) {SAFE_FREE(D); return NULL;} |
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0
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61
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62
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D->value[0] = (double *) calloc(rows * cols, sizeof(double)); |
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50
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if (!D->value[0]) {SAFE_FREE(D->value); SAFE_FREE(D); return NULL;} |
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0
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0
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64
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65
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114
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100
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for (i = 1; i < rows; i++) D->value[i] = D->value[i-1] + cols; |
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20
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return D; |
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} |
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69
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20
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void svdFreeDMat(DMat D) { |
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20
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50
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if (!D) return; |
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71
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20
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50
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SAFE_FREE(D->value[0]); |
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20
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50
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SAFE_FREE(D->value); |
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free(D); |
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} |
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76
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77
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3
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SMat svdNewSMat(int rows, int cols, int vals) { |
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3
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SMat S = (SMat) calloc(1, sizeof(struct smat)); |
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3
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50
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if (!S) {perror("svdNewSMat"); return NULL;} |
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3
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S->rows = rows; |
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3
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S->cols = cols; |
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3
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S->vals = vals; |
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83
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3
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S->pointr = svd_longArray(cols + 1, TRUE, "svdNewSMat: pointr"); |
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3
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50
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if (!S->pointr) {svdFreeSMat(S); return NULL;} |
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3
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S->rowind = svd_longArray(vals, FALSE, "svdNewSMat: rowind"); |
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3
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if (!S->rowind) {svdFreeSMat(S); return NULL;} |
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3
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S->value = svd_doubleArray(vals, FALSE, "svdNewSMat: value"); |
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if (!S->value) {svdFreeSMat(S); return NULL;} |
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return S; |
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} |
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92
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3
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void svdFreeSMat(SMat S) { |
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3
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if (!S) return; |
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SAFE_FREE(S->pointr); |
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3
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SAFE_FREE(S->rowind); |
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3
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50
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SAFE_FREE(S->value); |
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3
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free(S); |
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} |
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99
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100
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101
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/* Creates an empty SVD record */ |
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102
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10
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SVDRec svdNewSVDRec(void) { |
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103
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10
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SVDRec R = (SVDRec) calloc(1, sizeof(struct svdrec)); |
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104
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10
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50
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if (!R) {perror("svdNewSVDRec"); return NULL;} |
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105
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10
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return R; |
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106
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} |
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107
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108
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/* Frees an svd rec and all its contents. */ |
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109
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10
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void svdFreeSVDRec(SVDRec R) { |
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110
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10
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50
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if (!R) return; |
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111
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10
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50
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if (R->Ut) svdFreeDMat(R->Ut); |
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112
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10
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50
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if (R->S) SAFE_FREE(R->S); |
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50
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113
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10
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50
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if (R->Vt) svdFreeDMat(R->Vt); |
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114
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10
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free(R); |
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115
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} |
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116
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117
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118
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/**************************** Conversion *************************************/ |
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119
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120
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/* Converts a sparse matrix to a dense one (without affecting the former) */ |
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121
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0
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DMat svdConvertStoD(SMat S) { |
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122
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int i, c; |
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123
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0
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DMat D = svdNewDMat(S->rows, S->cols); |
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124
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0
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0
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if (!D) { |
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125
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0
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svd_error("svdConvertStoD: failed to allocate D"); |
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126
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0
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return NULL; |
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127
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} |
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128
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0
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0
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for (i = 0, c = 0; i < S->vals; i++) { |
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129
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0
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0
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while (S->pointr[c + 1] <= i) c++; |
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130
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0
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D->value[S->rowind[i]][c] = S->value[i]; |
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131
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} |
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132
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0
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return D; |
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133
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} |
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134
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135
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/* Converts a dense matrix to a sparse one (without affecting the dense one) */ |
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136
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3
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SMat svdConvertDtoS(DMat D) { |
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137
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SMat S; |
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138
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int i, j, n; |
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139
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21
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100
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for (i = 0, n = 0; i < D->rows; i++) |
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140
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144
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100
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for (j = 0; j < D->cols; j++) |
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141
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126
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100
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if (D->value[i][j] != 0) n++; |
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142
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143
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3
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S = svdNewSMat(D->rows, D->cols, n); |
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144
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3
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50
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if (!S) { |
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145
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0
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svd_error("svdConvertDtoS: failed to allocate S"); |
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146
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0
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return NULL; |
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147
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} |
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148
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24
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100
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for (j = 0, n = 0; j < D->cols; j++) { |
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149
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21
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S->pointr[j] = n; |
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150
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147
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100
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for (i = 0; i < D->rows; i++) |
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151
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126
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100
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if (D->value[i][j] != 0) { |
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152
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66
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S->rowind[n] = i; |
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153
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66
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S->value[n] = D->value[i][j]; |
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154
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66
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n++; |
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155
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} |
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156
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} |
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157
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3
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S->pointr[S->cols] = S->vals; |
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158
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3
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return S; |
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159
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} |
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160
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161
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/* Transposes a dense matrix. */ |
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162
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0
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DMat svdTransposeD(DMat D) { |
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163
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int r, c; |
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164
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0
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DMat N = svdNewDMat(D->cols, D->rows); |
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165
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0
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0
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for (r = 0; r < D->rows; r++) |
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166
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0
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0
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for (c = 0; c < D->cols; c++) |
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167
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0
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N->value[c][r] = D->value[r][c]; |
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168
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0
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return N; |
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169
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} |
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170
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171
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/* Efficiently transposes a sparse matrix. */ |
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172
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0
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SMat svdTransposeS(SMat S) { |
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173
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int r, c, i, j; |
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174
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0
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SMat N = svdNewSMat(S->cols, S->rows, S->vals); |
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175
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/* Count number nz in each row. */ |
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176
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0
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0
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for (i = 0; i < S->vals; i++) |
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177
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0
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N->pointr[S->rowind[i]]++; |
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178
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/* Fill each cell with the starting point of the previous row. */ |
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179
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0
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N->pointr[S->rows] = S->vals - N->pointr[S->rows - 1]; |
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180
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0
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0
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for (r = S->rows - 1; r > 0; r--) |
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181
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0
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N->pointr[r] = N->pointr[r+1] - N->pointr[r-1]; |
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182
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0
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N->pointr[0] = 0; |
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183
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/* Assign the new columns and values. */ |
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184
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0
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0
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for (c = 0, i = 0; c < S->cols; c++) { |
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185
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0
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0
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for (; i < S->pointr[c+1]; i++) { |
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186
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0
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r = S->rowind[i]; |
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187
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0
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j = N->pointr[r+1]++; |
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188
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0
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N->rowind[j] = c; |
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189
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0
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N->value[j] = S->value[i]; |
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190
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} |
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191
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|
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} |
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192
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0
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return N; |
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193
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} |
|
194
|
|
|
|
|
|
|
|
|
195
|
|
|
|
|
|
|
|
|
196
|
|
|
|
|
|
|
/**************************** Input/Output ***********************************/ |
|
197
|
|
|
|
|
|
|
|
|
198
|
0
|
|
|
|
|
|
void svdWriteDenseArray(double *a, int n, char *filename, char binary) { |
|
199
|
|
|
|
|
|
|
int i; |
|
200
|
0
|
|
|
|
|
|
FILE *file = svd_writeFile(filename, FALSE); |
|
201
|
0
|
0
|
|
|
|
|
if (!file) |
|
202
|
0
|
|
|
|
|
|
return svd_error("svdWriteDenseArray: failed to write %s", filename); |
|
203
|
0
|
0
|
|
|
|
|
if (binary) { |
|
204
|
0
|
|
|
|
|
|
svd_writeBinInt(file, n); |
|
205
|
0
|
0
|
|
|
|
|
for (i = 0; i < n; i++) |
|
206
|
0
|
|
|
|
|
|
svd_writeBinFloat(file, (float) a[i]); |
|
207
|
|
|
|
|
|
|
} else { |
|
208
|
0
|
|
|
|
|
|
fprintf(file, "%d\n", n); |
|
209
|
0
|
0
|
|
|
|
|
for (i = 0; i < n; i++) |
|
210
|
0
|
|
|
|
|
|
fprintf(file, "%g\n", a[i]); |
|
211
|
|
|
|
|
|
|
} |
|
212
|
0
|
|
|
|
|
|
svd_closeFile(file); |
|
213
|
|
|
|
|
|
|
} |
|
214
|
|
|
|
|
|
|
|
|
215
|
0
|
|
|
|
|
|
double *svdLoadDenseArray(char *filename, int *np, char binary) { |
|
216
|
|
|
|
|
|
|
int i, n; |
|
217
|
|
|
|
|
|
|
double *a; |
|
218
|
|
|
|
|
|
|
|
|
219
|
0
|
|
|
|
|
|
FILE *file = svd_readFile(filename); |
|
220
|
0
|
0
|
|
|
|
|
if (!file) { |
|
221
|
0
|
|
|
|
|
|
svd_error("svdLoadDenseArray: failed to read %s", filename); |
|
222
|
0
|
|
|
|
|
|
return NULL; |
|
223
|
|
|
|
|
|
|
} |
|
224
|
0
|
0
|
|
|
|
|
if (binary) { |
|
225
|
0
|
|
|
|
|
|
svd_readBinInt(file, np); |
|
226
|
0
|
0
|
|
|
|
|
} else if (fscanf(file, " %d", np) != 1) { |
|
227
|
0
|
|
|
|
|
|
svd_error("svdLoadDenseArray: error reading %s", filename); |
|
228
|
0
|
|
|
|
|
|
svd_closeFile(file); |
|
229
|
0
|
|
|
|
|
|
return NULL; |
|
230
|
|
|
|
|
|
|
} |
|
231
|
0
|
|
|
|
|
|
n = *np; |
|
232
|
0
|
|
|
|
|
|
a = svd_doubleArray(n, FALSE, "svdLoadDenseArray: a"); |
|
233
|
0
|
0
|
|
|
|
|
if (!a) return NULL; |
|
234
|
0
|
0
|
|
|
|
|
if (binary) { |
|
235
|
|
|
|
|
|
|
float f; |
|
236
|
0
|
0
|
|
|
|
|
for (i = 0; i < n; i++) { |
|
237
|
0
|
|
|
|
|
|
svd_readBinFloat(file, &f); |
|
238
|
0
|
|
|
|
|
|
a[i] = f; |
|
239
|
|
|
|
|
|
|
} |
|
240
|
|
|
|
|
|
|
} else { |
|
241
|
0
|
0
|
|
|
|
|
for (i = 0; i < n; i++) { |
|
242
|
0
|
0
|
|
|
|
|
if (fscanf(file, " %lf\n", a + i) != 1) { |
|
243
|
0
|
|
|
|
|
|
svd_error("svdLoadDenseArray: error reading %s", filename); |
|
244
|
0
|
|
|
|
|
|
break; |
|
245
|
|
|
|
|
|
|
} |
|
246
|
|
|
|
|
|
|
} |
|
247
|
|
|
|
|
|
|
} |
|
248
|
0
|
|
|
|
|
|
svd_closeFile(file); |
|
249
|
0
|
|
|
|
|
|
return a; |
|
250
|
|
|
|
|
|
|
} |
|
251
|
|
|
|
|
|
|
|
|
252
|
|
|
|
|
|
|
|
|
253
|
|
|
|
|
|
|
/* File format has a funny header, then first entry index per column, then the |
|
254
|
|
|
|
|
|
|
row for each entry, then the value for each entry. Indices count from 1. |
|
255
|
|
|
|
|
|
|
Assumes A is initialized. */ |
|
256
|
0
|
|
|
|
|
|
static SMat svdLoadSparseTextHBFile(FILE *file) { |
|
257
|
|
|
|
|
|
|
char line[128]; |
|
258
|
|
|
|
|
|
|
__SVDLIBC_LONG i, x, rows, cols, vals, num_mat; |
|
259
|
|
|
|
|
|
|
SMat S; |
|
260
|
|
|
|
|
|
|
/* Skip the header line: */ |
|
261
|
0
|
|
|
|
|
|
if (!fgets(line, 128, file)); |
|
262
|
|
|
|
|
|
|
/* Skip the line giving the number of lines in this file: */ |
|
263
|
0
|
|
|
|
|
|
if (!fgets(line, 128, file)); |
|
264
|
|
|
|
|
|
|
/* Read the line with useful dimensions: */ |
|
265
|
0
|
0
|
|
|
|
|
if (fscanf(file, "%*s%ld%ld%ld%ld\n", |
|
266
|
|
|
|
|
|
|
&rows, &cols, &vals, &num_mat) != 4) { |
|
267
|
0
|
|
|
|
|
|
svd_error("svdLoadSparseTextHBFile: bad file format on line 3"); |
|
268
|
0
|
|
|
|
|
|
return NULL; |
|
269
|
|
|
|
|
|
|
} |
|
270
|
0
|
0
|
|
|
|
|
if (num_mat != 0) { |
|
271
|
0
|
|
|
|
|
|
svd_error("svdLoadSparseTextHBFile: I don't know how to handle a file " |
|
272
|
|
|
|
|
|
|
"with elemental matrices (last entry on header line 3)"); |
|
273
|
0
|
|
|
|
|
|
return NULL; |
|
274
|
|
|
|
|
|
|
} |
|
275
|
|
|
|
|
|
|
/* Skip the line giving the formats: */ |
|
276
|
0
|
|
|
|
|
|
if (!fgets(line, 128, file)); |
|
277
|
|
|
|
|
|
|
|
|
278
|
0
|
|
|
|
|
|
S = svdNewSMat(rows, cols, vals); |
|
279
|
0
|
0
|
|
|
|
|
if (!S) return NULL; |
|
280
|
|
|
|
|
|
|
|
|
281
|
|
|
|
|
|
|
/* Read column pointers. */ |
|
282
|
0
|
0
|
|
|
|
|
for (i = 0; i <= S->cols; i++) { |
|
283
|
0
|
0
|
|
|
|
|
if (fscanf(file, " %ld", &x) != 1) { |
|
284
|
0
|
|
|
|
|
|
svd_error("svdLoadSparseTextHBFile: error reading pointr %d", i); |
|
285
|
0
|
|
|
|
|
|
return NULL; |
|
286
|
|
|
|
|
|
|
} |
|
287
|
0
|
|
|
|
|
|
S->pointr[i] = x - 1; |
|
288
|
|
|
|
|
|
|
} |
|
289
|
0
|
|
|
|
|
|
S->pointr[S->cols] = S->vals; |
|
290
|
|
|
|
|
|
|
|
|
291
|
|
|
|
|
|
|
/* Read row indices. */ |
|
292
|
0
|
0
|
|
|
|
|
for (i = 0; i < S->vals; i++) { |
|
293
|
0
|
0
|
|
|
|
|
if (fscanf(file, " %ld", &x) != 1) { |
|
294
|
0
|
|
|
|
|
|
svd_error("svdLoadSparseTextHBFile: error reading rowind %d", i); |
|
295
|
0
|
|
|
|
|
|
return NULL; |
|
296
|
|
|
|
|
|
|
} |
|
297
|
0
|
|
|
|
|
|
S->rowind[i] = x - 1; |
|
298
|
|
|
|
|
|
|
} |
|
299
|
0
|
0
|
|
|
|
|
for (i = 0; i < S->vals; i++) |
|
300
|
0
|
0
|
|
|
|
|
if (fscanf(file, " %lf", S->value + i) != 1) { |
|
301
|
0
|
|
|
|
|
|
svd_error("svdLoadSparseTextHBFile: error reading value %d", i); |
|
302
|
0
|
|
|
|
|
|
return NULL; |
|
303
|
|
|
|
|
|
|
} |
|
304
|
0
|
|
|
|
|
|
return S; |
|
305
|
|
|
|
|
|
|
} |
|
306
|
|
|
|
|
|
|
|
|
307
|
0
|
|
|
|
|
|
static void svdWriteSparseTextHBFile(SMat S, FILE *file) { |
|
308
|
|
|
|
|
|
|
int i; |
|
309
|
0
|
0
|
|
|
|
|
__SVDLIBC_LONG col_lines = ((S->cols + 1) / 8) + (((S->cols + 1) % 8) ? 1 : 0); |
|
310
|
0
|
0
|
|
|
|
|
__SVDLIBC_LONG row_lines = (S->vals / 8) + ((S->vals % 8) ? 1 : 0); |
|
311
|
0
|
|
|
|
|
|
__SVDLIBC_LONG total_lines = col_lines + 2 * row_lines; |
|
312
|
|
|
|
|
|
|
|
|
313
|
|
|
|
|
|
|
char title[32]; |
|
314
|
0
|
|
|
|
|
|
sprintf(title, "SVDLIBC v. %s", SVDVersion); |
|
315
|
0
|
|
|
|
|
|
fprintf(file, "%-72s%-8s\n", title, ""); |
|
316
|
0
|
|
|
|
|
|
fprintf(file, "%14ld%14ld%14ld%14ld%14d\n", total_lines, col_lines, |
|
317
|
|
|
|
|
|
|
row_lines, row_lines, 0); |
|
318
|
0
|
|
|
|
|
|
fprintf(file, "%-14s%14ld%14ld%14ld%14d\n", "rra", S->rows, S->cols, |
|
319
|
|
|
|
|
|
|
S->vals, 0); |
|
320
|
0
|
|
|
|
|
|
fprintf(file, "%16s%16s%16s%16s\n", "(8i)", "(8i)", "(8e)", "(8e)"); |
|
321
|
|
|
|
|
|
|
|
|
322
|
0
|
0
|
|
|
|
|
for (i = 0; i <= S->cols; i++) |
|
323
|
0
|
0
|
|
|
|
|
fprintf(file, "%ld%s", S->pointr[i] + 1, (((i+1) % 8) == 0) ? "\n" : " "); |
|
324
|
0
|
|
|
|
|
|
fprintf(file, "\n"); |
|
325
|
0
|
0
|
|
|
|
|
for (i = 0; i < S->vals; i++) |
|
326
|
0
|
0
|
|
|
|
|
fprintf(file, "%ld%s", S->rowind[i] + 1, (((i+1) % 8) == 0) ? "\n" : " "); |
|
327
|
0
|
|
|
|
|
|
fprintf(file, "\n"); |
|
328
|
0
|
0
|
|
|
|
|
for (i = 0; i < S->vals; i++) |
|
329
|
0
|
0
|
|
|
|
|
fprintf(file, "%g%s", S->value[i], (((i+1) % 8) == 0) ? "\n" : " "); |
|
330
|
0
|
|
|
|
|
|
fprintf(file, "\n"); |
|
331
|
0
|
|
|
|
|
|
} |
|
332
|
|
|
|
|
|
|
|
|
333
|
|
|
|
|
|
|
|
|
334
|
0
|
|
|
|
|
|
static SMat svdLoadSparseTextFile(FILE *file) { |
|
335
|
|
|
|
|
|
|
__SVDLIBC_LONG c, i, n, v, rows, cols, vals; |
|
336
|
|
|
|
|
|
|
SMat S; |
|
337
|
0
|
0
|
|
|
|
|
if (fscanf(file, " %ld %ld %ld", &rows, &cols, &vals) != 3) { |
|
338
|
0
|
|
|
|
|
|
svd_error("svdLoadSparseTextFile: bad file format"); |
|
339
|
0
|
|
|
|
|
|
return NULL; |
|
340
|
|
|
|
|
|
|
} |
|
341
|
|
|
|
|
|
|
|
|
342
|
0
|
|
|
|
|
|
S = svdNewSMat(rows, cols, vals); |
|
343
|
0
|
0
|
|
|
|
|
if (!S) return NULL; |
|
344
|
|
|
|
|
|
|
|
|
345
|
0
|
0
|
|
|
|
|
for (c = 0, v = 0; c < cols; c++) { |
|
346
|
0
|
0
|
|
|
|
|
if (fscanf(file, " %ld", &n) != 1) { |
|
347
|
0
|
|
|
|
|
|
svd_error("svdLoadSparseTextFile: bad file format"); |
|
348
|
0
|
|
|
|
|
|
return NULL; |
|
349
|
|
|
|
|
|
|
} |
|
350
|
0
|
|
|
|
|
|
S->pointr[c] = v; |
|
351
|
0
|
0
|
|
|
|
|
for (i = 0; i < n; i++, v++) { |
|
352
|
0
|
0
|
|
|
|
|
if (fscanf(file, " %ld %lf", S->rowind + v, S->value + v) != 2) { |
|
353
|
0
|
|
|
|
|
|
svd_error("svdLoadSparseTextFile: bad file format"); |
|
354
|
0
|
|
|
|
|
|
return NULL; |
|
355
|
|
|
|
|
|
|
} |
|
356
|
|
|
|
|
|
|
} |
|
357
|
|
|
|
|
|
|
} |
|
358
|
0
|
|
|
|
|
|
S->pointr[cols] = vals; |
|
359
|
0
|
|
|
|
|
|
return S; |
|
360
|
|
|
|
|
|
|
} |
|
361
|
|
|
|
|
|
|
|
|
362
|
0
|
|
|
|
|
|
static void svdWriteSparseTextFile(SMat S, FILE *file) { |
|
363
|
|
|
|
|
|
|
int c, v; |
|
364
|
0
|
|
|
|
|
|
fprintf(file, "%ld %ld %ld\n", S->rows, S->cols, S->vals); |
|
365
|
0
|
0
|
|
|
|
|
for (c = 0, v = 0; c < S->cols; c++) { |
|
366
|
0
|
|
|
|
|
|
fprintf(file, "%ld\n", S->pointr[c + 1] - S->pointr[c]); |
|
367
|
0
|
0
|
|
|
|
|
for (; v < S->pointr[c+1]; v++) |
|
368
|
0
|
|
|
|
|
|
fprintf(file, "%ld %g\n", S->rowind[v], S->value[v]); |
|
369
|
|
|
|
|
|
|
} |
|
370
|
0
|
|
|
|
|
|
} |
|
371
|
|
|
|
|
|
|
|
|
372
|
|
|
|
|
|
|
|
|
373
|
0
|
|
|
|
|
|
static SMat svdLoadSparseBinaryFile(FILE *file) { |
|
374
|
0
|
|
|
|
|
|
int rows, cols, vals, n, c, i, v, r, e = 0; |
|
375
|
|
|
|
|
|
|
float f; |
|
376
|
|
|
|
|
|
|
SMat S; |
|
377
|
0
|
|
|
|
|
|
e += svd_readBinInt(file, &rows); |
|
378
|
0
|
|
|
|
|
|
e += svd_readBinInt(file, &cols); |
|
379
|
0
|
|
|
|
|
|
e += svd_readBinInt(file, &vals); |
|
380
|
0
|
0
|
|
|
|
|
if (e) { |
|
381
|
0
|
|
|
|
|
|
svd_error("svdLoadSparseBinaryFile: bad file format"); |
|
382
|
0
|
|
|
|
|
|
return NULL; |
|
383
|
|
|
|
|
|
|
} |
|
384
|
|
|
|
|
|
|
|
|
385
|
0
|
|
|
|
|
|
S = svdNewSMat(rows, cols, vals); |
|
386
|
0
|
0
|
|
|
|
|
if (!S) return NULL; |
|
387
|
|
|
|
|
|
|
|
|
388
|
0
|
0
|
|
|
|
|
for (c = 0, v = 0; c < cols; c++) { |
|
389
|
0
|
0
|
|
|
|
|
if (svd_readBinInt(file, &n)) { |
|
390
|
0
|
|
|
|
|
|
svd_error("svdLoadSparseBinaryFile: bad file format"); |
|
391
|
0
|
|
|
|
|
|
return NULL; |
|
392
|
|
|
|
|
|
|
} |
|
393
|
0
|
|
|
|
|
|
S->pointr[c] = v; |
|
394
|
0
|
0
|
|
|
|
|
for (i = 0; i < n; i++, v++) { |
|
395
|
0
|
|
|
|
|
|
e += svd_readBinInt(file, &r); |
|
396
|
0
|
|
|
|
|
|
e += svd_readBinFloat(file, &f); |
|
397
|
0
|
0
|
|
|
|
|
if (e) { |
|
398
|
0
|
|
|
|
|
|
svd_error("svdLoadSparseBinaryFile: bad file format"); |
|
399
|
0
|
|
|
|
|
|
return NULL; |
|
400
|
|
|
|
|
|
|
} |
|
401
|
0
|
|
|
|
|
|
S->rowind[v] = r; |
|
402
|
0
|
|
|
|
|
|
S->value[v] = f; |
|
403
|
|
|
|
|
|
|
} |
|
404
|
|
|
|
|
|
|
} |
|
405
|
0
|
|
|
|
|
|
S->pointr[cols] = vals; |
|
406
|
0
|
|
|
|
|
|
return S; |
|
407
|
|
|
|
|
|
|
} |
|
408
|
|
|
|
|
|
|
|
|
409
|
0
|
|
|
|
|
|
static void svdWriteSparseBinaryFile(SMat S, FILE *file) { |
|
410
|
|
|
|
|
|
|
int c, v; |
|
411
|
0
|
|
|
|
|
|
svd_writeBinInt(file, (int) S->rows); |
|
412
|
0
|
|
|
|
|
|
svd_writeBinInt(file, (int) S->cols); |
|
413
|
0
|
|
|
|
|
|
svd_writeBinInt(file, (int) S->vals); |
|
414
|
0
|
0
|
|
|
|
|
for (c = 0, v = 0; c < S->cols; c++) { |
|
415
|
0
|
|
|
|
|
|
svd_writeBinInt(file, (int) (S->pointr[c + 1] - S->pointr[c])); |
|
416
|
0
|
0
|
|
|
|
|
for (; v < S->pointr[c+1]; v++) { |
|
417
|
0
|
|
|
|
|
|
svd_writeBinInt(file, (int) S->rowind[v]); |
|
418
|
0
|
|
|
|
|
|
svd_writeBinFloat(file, (float) S->value[v]); |
|
419
|
|
|
|
|
|
|
} |
|
420
|
|
|
|
|
|
|
} |
|
421
|
0
|
|
|
|
|
|
} |
|
422
|
|
|
|
|
|
|
|
|
423
|
|
|
|
|
|
|
|
|
424
|
0
|
|
|
|
|
|
static DMat svdLoadDenseTextFile(FILE *file) { |
|
425
|
|
|
|
|
|
|
__SVDLIBC_LONG rows, cols, i, j; |
|
426
|
|
|
|
|
|
|
DMat D; |
|
427
|
0
|
0
|
|
|
|
|
if (fscanf(file, " %ld %ld", &rows, &cols) != 2) { |
|
428
|
0
|
|
|
|
|
|
svd_error("svdLoadDenseTextFile: bad file format"); |
|
429
|
0
|
|
|
|
|
|
return NULL; |
|
430
|
|
|
|
|
|
|
} |
|
431
|
|
|
|
|
|
|
|
|
432
|
0
|
|
|
|
|
|
D = svdNewDMat(rows, cols); |
|
433
|
0
|
0
|
|
|
|
|
if (!D) return NULL; |
|
434
|
|
|
|
|
|
|
|
|
435
|
0
|
0
|
|
|
|
|
for (i = 0; i < rows; i++) |
|
436
|
0
|
0
|
|
|
|
|
for (j = 0; j < cols; j++) { |
|
437
|
0
|
0
|
|
|
|
|
if (fscanf(file, " %lf", &(D->value[i][j])) != 1) { |
|
438
|
0
|
|
|
|
|
|
svd_error("svdLoadDenseTextFile: bad file format"); |
|
439
|
0
|
|
|
|
|
|
return NULL; |
|
440
|
|
|
|
|
|
|
} |
|
441
|
|
|
|
|
|
|
} |
|
442
|
0
|
|
|
|
|
|
return D; |
|
443
|
|
|
|
|
|
|
} |
|
444
|
|
|
|
|
|
|
|
|
445
|
0
|
|
|
|
|
|
static void svdWriteDenseTextFile(DMat D, FILE *file) { |
|
446
|
|
|
|
|
|
|
int i, j; |
|
447
|
0
|
|
|
|
|
|
fprintf(file, "%ld %ld\n", D->rows, D->cols); |
|
448
|
0
|
0
|
|
|
|
|
for (i = 0; i < D->rows; i++) |
|
449
|
0
|
0
|
|
|
|
|
for (j = 0; j < D->cols; j++) |
|
450
|
0
|
0
|
|
|
|
|
fprintf(file, "%g%c", D->value[i][j], (j == D->cols - 1) ? '\n' : ' '); |
|
451
|
0
|
|
|
|
|
|
} |
|
452
|
|
|
|
|
|
|
|
|
453
|
|
|
|
|
|
|
|
|
454
|
0
|
|
|
|
|
|
static DMat svdLoadDenseBinaryFile(FILE *file) { |
|
455
|
0
|
|
|
|
|
|
int rows, cols, i, j, e = 0; |
|
456
|
|
|
|
|
|
|
float f; |
|
457
|
|
|
|
|
|
|
DMat D; |
|
458
|
0
|
|
|
|
|
|
e += svd_readBinInt(file, &rows); |
|
459
|
0
|
|
|
|
|
|
e += svd_readBinInt(file, &cols); |
|
460
|
0
|
0
|
|
|
|
|
if (e) { |
|
461
|
0
|
|
|
|
|
|
svd_error("svdLoadDenseBinaryFile: bad file format"); |
|
462
|
0
|
|
|
|
|
|
return NULL; |
|
463
|
|
|
|
|
|
|
} |
|
464
|
|
|
|
|
|
|
|
|
465
|
0
|
|
|
|
|
|
D = svdNewDMat(rows, cols); |
|
466
|
0
|
0
|
|
|
|
|
if (!D) return NULL; |
|
467
|
|
|
|
|
|
|
|
|
468
|
0
|
0
|
|
|
|
|
for (i = 0; i < rows; i++) |
|
469
|
0
|
0
|
|
|
|
|
for (j = 0; j < cols; j++) { |
|
470
|
0
|
0
|
|
|
|
|
if (svd_readBinFloat(file, &f)) { |
|
471
|
0
|
|
|
|
|
|
svd_error("svdLoadDenseBinaryFile: bad file format"); |
|
472
|
0
|
|
|
|
|
|
return NULL; |
|
473
|
|
|
|
|
|
|
} |
|
474
|
0
|
|
|
|
|
|
D->value[i][j] = f; |
|
475
|
|
|
|
|
|
|
} |
|
476
|
0
|
|
|
|
|
|
return D; |
|
477
|
|
|
|
|
|
|
} |
|
478
|
|
|
|
|
|
|
|
|
479
|
0
|
|
|
|
|
|
static void svdWriteDenseBinaryFile(DMat D, FILE *file) { |
|
480
|
|
|
|
|
|
|
int i, j; |
|
481
|
0
|
|
|
|
|
|
svd_writeBinInt(file, (int) D->rows); |
|
482
|
0
|
|
|
|
|
|
svd_writeBinInt(file, (int) D->cols); |
|
483
|
0
|
0
|
|
|
|
|
for (i = 0; i < D->rows; i++) |
|
484
|
0
|
0
|
|
|
|
|
for (j = 0; j < D->cols; j++) |
|
485
|
0
|
|
|
|
|
|
svd_writeBinFloat(file, (float) D->value[i][j]); |
|
486
|
0
|
|
|
|
|
|
} |
|
487
|
|
|
|
|
|
|
|
|
488
|
|
|
|
|
|
|
|
|
489
|
0
|
|
|
|
|
|
SMat svdLoadSparseMatrix(char *filename, int format) { |
|
490
|
0
|
|
|
|
|
|
SMat S = NULL; |
|
491
|
0
|
|
|
|
|
|
DMat D = NULL; |
|
492
|
0
|
|
|
|
|
|
FILE *file = svd_fatalReadFile(filename); |
|
493
|
0
|
|
|
|
|
|
switch (format) { |
|
494
|
|
|
|
|
|
|
case SVD_F_STH: |
|
495
|
0
|
|
|
|
|
|
S = svdLoadSparseTextHBFile(file); |
|
496
|
0
|
|
|
|
|
|
break; |
|
497
|
|
|
|
|
|
|
case SVD_F_ST: |
|
498
|
0
|
|
|
|
|
|
S = svdLoadSparseTextFile(file); |
|
499
|
0
|
|
|
|
|
|
break; |
|
500
|
|
|
|
|
|
|
case SVD_F_SB: |
|
501
|
0
|
|
|
|
|
|
S = svdLoadSparseBinaryFile(file); |
|
502
|
0
|
|
|
|
|
|
break; |
|
503
|
|
|
|
|
|
|
case SVD_F_DT: |
|
504
|
0
|
|
|
|
|
|
D = svdLoadDenseTextFile(file); |
|
505
|
0
|
|
|
|
|
|
break; |
|
506
|
|
|
|
|
|
|
case SVD_F_DB: |
|
507
|
0
|
|
|
|
|
|
D = svdLoadDenseBinaryFile(file); |
|
508
|
0
|
|
|
|
|
|
break; |
|
509
|
0
|
|
|
|
|
|
default: svd_error("svdLoadSparseMatrix: unknown format %d", format); |
|
510
|
|
|
|
|
|
|
} |
|
511
|
0
|
|
|
|
|
|
svd_closeFile(file); |
|
512
|
0
|
0
|
|
|
|
|
if (D) { |
|
513
|
0
|
|
|
|
|
|
S = svdConvertDtoS(D); |
|
514
|
0
|
|
|
|
|
|
svdFreeDMat(D); |
|
515
|
|
|
|
|
|
|
} |
|
516
|
0
|
|
|
|
|
|
return S; |
|
517
|
|
|
|
|
|
|
} |
|
518
|
|
|
|
|
|
|
|
|
519
|
0
|
|
|
|
|
|
DMat svdLoadDenseMatrix(char *filename, int format) { |
|
520
|
0
|
|
|
|
|
|
SMat S = NULL; |
|
521
|
0
|
|
|
|
|
|
DMat D = NULL; |
|
522
|
0
|
|
|
|
|
|
FILE *file = svd_fatalReadFile(filename); |
|
523
|
0
|
|
|
|
|
|
switch (format) { |
|
524
|
|
|
|
|
|
|
case SVD_F_STH: |
|
525
|
0
|
|
|
|
|
|
S = svdLoadSparseTextHBFile(file); |
|
526
|
0
|
|
|
|
|
|
break; |
|
527
|
|
|
|
|
|
|
case SVD_F_ST: |
|
528
|
0
|
|
|
|
|
|
S = svdLoadSparseTextFile(file); |
|
529
|
0
|
|
|
|
|
|
break; |
|
530
|
|
|
|
|
|
|
case SVD_F_SB: |
|
531
|
0
|
|
|
|
|
|
S = svdLoadSparseBinaryFile(file); |
|
532
|
0
|
|
|
|
|
|
break; |
|
533
|
|
|
|
|
|
|
case SVD_F_DT: |
|
534
|
0
|
|
|
|
|
|
D = svdLoadDenseTextFile(file); |
|
535
|
0
|
|
|
|
|
|
break; |
|
536
|
|
|
|
|
|
|
case SVD_F_DB: |
|
537
|
0
|
|
|
|
|
|
D = svdLoadDenseBinaryFile(file); |
|
538
|
0
|
|
|
|
|
|
break; |
|
539
|
0
|
|
|
|
|
|
default: svd_error("svdLoadSparseMatrix: unknown format %d", format); |
|
540
|
|
|
|
|
|
|
} |
|
541
|
0
|
|
|
|
|
|
svd_closeFile(file); |
|
542
|
0
|
0
|
|
|
|
|
if (S) { |
|
543
|
0
|
|
|
|
|
|
D = svdConvertStoD(S); |
|
544
|
0
|
|
|
|
|
|
svdFreeSMat(S); |
|
545
|
|
|
|
|
|
|
} |
|
546
|
0
|
|
|
|
|
|
return D; |
|
547
|
|
|
|
|
|
|
} |
|
548
|
|
|
|
|
|
|
|
|
549
|
0
|
|
|
|
|
|
void svdWriteSparseMatrix(SMat S, char *filename, int format) { |
|
550
|
0
|
|
|
|
|
|
DMat D = NULL; |
|
551
|
0
|
|
|
|
|
|
FILE *file = svd_writeFile(filename, FALSE); |
|
552
|
0
|
0
|
|
|
|
|
if (!file) { |
|
553
|
0
|
|
|
|
|
|
svd_error("svdWriteSparseMatrix: failed to write file %s\n", filename); |
|
554
|
0
|
|
|
|
|
|
return; |
|
555
|
|
|
|
|
|
|
} |
|
556
|
0
|
|
|
|
|
|
switch (format) { |
|
557
|
|
|
|
|
|
|
case SVD_F_STH: |
|
558
|
0
|
|
|
|
|
|
svdWriteSparseTextHBFile(S, file); |
|
559
|
0
|
|
|
|
|
|
break; |
|
560
|
|
|
|
|
|
|
case SVD_F_ST: |
|
561
|
0
|
|
|
|
|
|
svdWriteSparseTextFile(S, file); |
|
562
|
0
|
|
|
|
|
|
break; |
|
563
|
|
|
|
|
|
|
case SVD_F_SB: |
|
564
|
0
|
|
|
|
|
|
svdWriteSparseBinaryFile(S, file); |
|
565
|
0
|
|
|
|
|
|
break; |
|
566
|
|
|
|
|
|
|
case SVD_F_DT: |
|
567
|
0
|
|
|
|
|
|
D = svdConvertStoD(S); |
|
568
|
0
|
|
|
|
|
|
svdWriteDenseTextFile(D, file); |
|
569
|
0
|
|
|
|
|
|
break; |
|
570
|
|
|
|
|
|
|
case SVD_F_DB: |
|
571
|
0
|
|
|
|
|
|
D = svdConvertStoD(S); |
|
572
|
0
|
|
|
|
|
|
svdWriteDenseBinaryFile(D, file); |
|
573
|
0
|
|
|
|
|
|
break; |
|
574
|
0
|
|
|
|
|
|
default: svd_error("svdLoadSparseMatrix: unknown format %d", format); |
|
575
|
|
|
|
|
|
|
} |
|
576
|
0
|
|
|
|
|
|
svd_closeFile(file); |
|
577
|
0
|
0
|
|
|
|
|
if (D) svdFreeDMat(D); |
|
578
|
|
|
|
|
|
|
} |
|
579
|
|
|
|
|
|
|
|
|
580
|
0
|
|
|
|
|
|
void svdWriteDenseMatrix(DMat D, char *filename, int format) { |
|
581
|
0
|
|
|
|
|
|
SMat S = NULL; |
|
582
|
0
|
|
|
|
|
|
FILE *file = svd_writeFile(filename, FALSE); |
|
583
|
0
|
0
|
|
|
|
|
if (!file) { |
|
584
|
0
|
|
|
|
|
|
svd_error("svdWriteDenseMatrix: failed to write file %s\n", filename); |
|
585
|
0
|
|
|
|
|
|
return; |
|
586
|
|
|
|
|
|
|
} |
|
587
|
0
|
|
|
|
|
|
switch (format) { |
|
588
|
|
|
|
|
|
|
case SVD_F_STH: |
|
589
|
0
|
|
|
|
|
|
S = svdConvertDtoS(D); |
|
590
|
0
|
|
|
|
|
|
svdWriteSparseTextHBFile(S, file); |
|
591
|
0
|
|
|
|
|
|
break; |
|
592
|
|
|
|
|
|
|
case SVD_F_ST: |
|
593
|
0
|
|
|
|
|
|
S = svdConvertDtoS(D); |
|
594
|
0
|
|
|
|
|
|
svdWriteSparseTextFile(S, file); |
|
595
|
0
|
|
|
|
|
|
break; |
|
596
|
|
|
|
|
|
|
case SVD_F_SB: |
|
597
|
0
|
|
|
|
|
|
S = svdConvertDtoS(D); |
|
598
|
0
|
|
|
|
|
|
svdWriteSparseBinaryFile(S, file); |
|
599
|
0
|
|
|
|
|
|
break; |
|
600
|
|
|
|
|
|
|
case SVD_F_DT: |
|
601
|
0
|
|
|
|
|
|
svdWriteDenseTextFile(D, file); |
|
602
|
0
|
|
|
|
|
|
break; |
|
603
|
|
|
|
|
|
|
case SVD_F_DB: |
|
604
|
0
|
|
|
|
|
|
svdWriteDenseBinaryFile(D, file); |
|
605
|
0
|
|
|
|
|
|
break; |
|
606
|
0
|
|
|
|
|
|
default: svd_error("svdLoadSparseMatrix: unknown format %d", format); |
|
607
|
|
|
|
|
|
|
} |
|
608
|
0
|
|
|
|
|
|
svd_closeFile(file); |
|
609
|
0
|
0
|
|
|
|
|
if (S) svdFreeSMat(S); |
|
610
|
|
|
|
|
|
|
} |