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=head1 NAME |
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PDL::Matrix -- a convenience matrix class for column-major access |
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=head1 VERSION |
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This document refers to version PDL::Matrix 0.5 of PDL::Matrix |
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=head1 SYNOPSIS |
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use PDL::Matrix; |
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$m = mpdl [[1,2,3],[4,5,6]]; |
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$m = PDL::Matrix->pdl([[1,2,3],[4,5,6]]); |
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$m = msequence(4,3); |
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@dimsa = $x->mdims; # 'dims' is not overloaded |
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$v = vpdl [0,1,2,3] |
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$v = vzeroes(4); |
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=head1 DESCRIPTION |
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=head2 Overview |
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This package tries to help people who want to use PDL for 2D matrix |
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computation with lots of indexing involved. It provides a PDL |
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subclass so one- and two-dimensional piddles that are used as |
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vectors resp and matrices can be typed in using traditional matrix |
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convention. |
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If you want to know more about matrix operation support in PDL, you |
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want to read L or L. |
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The original pdl class refers to the first index as the first row, |
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the second index as the first column of a matrix. Consider |
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print $B = sequence(3,2) |
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[ |
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[0 1 2] |
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[3 4 5] |
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] |
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which gives a 2x3 matrix in terms of the matrix convention, but the |
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constructor used (3,2). This might get more confusing when using |
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slices like sequence(3,2)->slice("1:2,(0)") : with traditional |
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46
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matrix convention one would expect [2 4] instead of [1 2]. |
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48
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This subclass PDL::Matrix overloads the constructors and indexing |
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functions of pdls so that they are compatible with the usual matrix |
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convention, where the first dimension refers to the row of a |
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matrix. So now, the above example would be written as |
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53
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print $B = PDL::Matrix->sequence(3,2) # or $B = msequence(3,2) |
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[ |
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[0 1] |
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[2 3] |
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[4 5] |
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] |
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59
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60
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Routines like L or |
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L can be used without any changes. |
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63
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Furthermore one can construct and use vectors as n x 1 matrices |
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64
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without mentioning the second index '1'. |
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66
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=head2 Implementation |
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68
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C works by overloading a number of PDL constructors |
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and methods such that first and second args (corresponding to |
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first and second dims of corresponding matrices) are effectively swapped. |
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It is not yet clear if PDL::Matrix achieves a consistent column-major |
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look-and-feel in this way. |
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74
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=head1 NOTES |
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75
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76
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As of version 0.5 (rewrite by CED) the matrices are stored in the usual |
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way, just constructed and stringified differently. That way indexing |
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78
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and everything else works the way you think it should. |
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80
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=head1 FUNCTIONS |
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82
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=cut |
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83
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84
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package PDL::Matrix; |
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86
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@EXPORT_OK = (); |
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88
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89
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#use PDL::Core; |
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90
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#use PDL::Slatec; |
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91
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1
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1
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74051
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use PDL::Exporter; |
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1
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3
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1
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9
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92
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1
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1
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5
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use Carp; |
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1
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3
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1
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171
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93
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94
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@ISA = qw/PDL::Exporter PDL/; |
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96
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our $VERSION = "0.5"; |
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97
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$VERSION = eval $VERSION; |
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98
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99
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#######################################################################= |
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######### |
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101
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# |
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102
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# overloads |
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103
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104
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use overload( '""' => \&string, |
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105
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0
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0
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'x' => sub {my $foo = $_[0]->null(); |
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106
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0
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0
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&PDL::Primitive::matmult(@_[1,0],$foo); |
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0
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$foo;} |
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1
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1
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7
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); |
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3
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1
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23
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109
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110
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sub string { |
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111
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1
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1
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0
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234
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my ($me,@a) = shift; |
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112
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1
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50
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15
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return $me->SUPER::string(@a) unless($me->ndims > 0); |
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113
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0
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0
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0
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$me = $me->dummy(1,1) unless($me->ndims > 1); |
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114
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0
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0
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$me->xchg(0,1)->SUPER::string(@a); |
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115
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} |
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116
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117
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118
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# --------> constructors |
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119
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120
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=head2 mpdl, PDL::Matrix::pdl |
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121
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122
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=for ref |
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123
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124
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constructs an object of class PDL::Matrix which is a piddle child class. |
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125
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126
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=for example |
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127
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128
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$m = mpdl [[1,2,3],[4,5,6]]; |
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129
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$m = PDL::Matrix->pdl([[1,2,3],[4,5,6]]); |
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130
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131
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=cut |
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132
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133
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sub pdl { |
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1
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1
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1
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4
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my $class = shift; |
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135
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1
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14
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my $pdl = $class->SUPER::pdl(@_); |
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136
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1
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50
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14
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if($pdl->ndims > 0) { |
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137
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1
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50
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6
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$pdl = $pdl->dummy(1,1) unless $pdl->ndims > 1; |
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1
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71
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$pdl = $pdl->xchg(0,1); |
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} |
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1
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33
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bless $pdl, ref $class || $class; |
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141
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} |
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142
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143
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=head2 mzeroes, mones, msequence |
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144
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145
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=for ref |
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146
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147
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constructs a PDL::Matrix object similar to the piddle constructors |
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148
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zeroes, ones, sequence. |
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149
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150
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=cut |
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151
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152
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for my $func (qw /pdl zeroes ones sequence dims/) { |
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153
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push @EXPORT_OK, "m$func"; |
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154
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0
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0
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0
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0
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eval " sub m$func { PDL::Matrix->$func(\@_) }; "; |
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1
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0
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1
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1
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1
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128
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1
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1
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155
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} |
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156
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157
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=head2 vpdl |
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158
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159
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=for ref |
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160
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161
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constructs an object of class PDL::Matrix which is of matrix |
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162
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dimensions (n x 1) |
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163
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164
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=for example |
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165
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166
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print $v = vpdl [0,1]; |
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167
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[ |
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168
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[0] |
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169
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[1] |
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170
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] |
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171
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172
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=cut |
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173
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174
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sub vpdl { |
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175
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0
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0
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1
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my $pdl = PDL->pdl(@_); |
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176
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0
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bless $pdl, PDL::Matrix; |
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177
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} |
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178
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push @EXPORT_OK, "vpdl"; |
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179
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180
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=head2 vzeroes, vones, vsequence |
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181
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182
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=for ref |
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183
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184
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constructs a PDL::Matrix object with matrix dimensions (n x 1), |
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185
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therefore only the first scalar argument is used. |
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186
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187
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=for example |
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188
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189
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print $v = vsequence(2); |
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190
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[ |
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191
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[0] |
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192
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[1] |
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193
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] |
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194
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195
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=cut |
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196
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197
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for my $func (qw /zeroes ones sequence/) { |
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198
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push @EXPORT_OK, "v$func"; |
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199
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my $code = << "EOE"; |
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200
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201
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sub v$func { |
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202
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my \@arg = \@_; |
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203
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ref(\$arg[0]) ne 'PDL::Type' ? (\@arg = (\$arg[0],1)) : |
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204
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(\@arg = (\$arg[0],\$arg[1],1)); |
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205
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PDL::Matrix->$func(\@arg); |
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206
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} |
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207
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208
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EOE |
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209
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# print "evaluating $code\n"; |
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210
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0
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0
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0
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1
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eval $code; |
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0
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0
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0
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1
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0
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0
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0
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1
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0
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0
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0
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0
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0
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0
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211
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} |
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212
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213
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214
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215
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1
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1
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255
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eval "use PDL::Slatec"; |
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0
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0
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0
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0
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216
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217
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my $has_slatec = ($@ ? 0 : 1); |
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218
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sub inv { |
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219
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0
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0
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0
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my $self = shift; |
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220
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0
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0
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croak "inv: PDL::Slatec not available" unless $has_slatec; |
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221
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0
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return $self->matinv; |
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222
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} |
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223
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224
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=head2 kroneckerproduct |
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225
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226
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=for ref |
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227
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228
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returns kroneckerproduct of two matrices. This is not efficiently |
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229
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implemented. |
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230
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231
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=for example |
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232
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print kroneckerproduct(msequence(2,2),mones(2,2)) |
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233
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[ |
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234
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[0 0 1 1] |
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235
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[0 0 1 1] |
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236
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[2 2 3 3] |
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237
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[2 2 3 3] |
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238
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] |
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239
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240
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=cut |
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241
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242
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# returns kroneckerproduct of two matrices |
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243
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sub kroneckerproduct { |
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244
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0
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0
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1
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my @arg = @_; |
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245
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246
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0
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my ($r0,$c0) = $arg[0]->mdims; |
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247
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0
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my ($r1,$c1) = $arg[1]->mdims; |
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248
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249
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0
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my $out = mzeroes($r0*$r1,$c0*$c1); |
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250
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251
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0
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for (my $i=0;$i<$r0;$i++) { |
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252
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0
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for (my $j=0;$j<$c0;$j++) { |
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253
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0
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($_ = $out->slice(($i*$r1).":".(($i+1)*$r1-1).",". |
|
254
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($j*$c1).":".(($j+1)*$c1-1)) ) .= $arg[0]->at($i,$j) * $arg[1]; |
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255
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} |
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256
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} |
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257
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258
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0
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return $out; |
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259
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} |
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260
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push @EXPORT_OK, "kroneckerproduct"; |
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261
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262
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sub rotate { |
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263
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0
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0
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0
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|
my ($self,@args) = @_; |
|
264
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0
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|
return $self->transpose->SUPER::rotate(@args)->transpose; |
|
265
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} |
|
266
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267
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268
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|
sub msumover { |
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269
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0
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0
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0
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|
my ($mpdl) = @_; |
|
270
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0
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|
return PDL::sumover(transpose($mpdl)->xchg(0,2)); |
|
271
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} |
|
272
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|
push @EXPORT_OK, "msumover"; |
|
273
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274
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275
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|
=head2 det_general |
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276
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|
277
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|
=for ref |
|
278
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|
279
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|
returns a generalized determinant of a matrix. If the matrix is not |
|
280
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|
|
regular, one can specify the rank of the matrix and the corresponding |
|
281
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|
subdeterminant is returned. This is implemented using the C |
|
282
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|
|
function. |
|
283
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|
284
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|
|
=for example |
|
285
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|
|
print msequence(3,3)->determinant(2) # determinant of |
|
286
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|
|
# regular 2x2 submatrix |
|
287
|
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|
-24 |
|
288
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|
289
|
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|
=cut |
|
290
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|
291
|
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|
|
# |
|
292
|
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|
|
|
sub det_general { |
|
293
|
0
|
|
|
0
|
1
|
|
my ($mpdl,$rank) = @_; |
|
294
|
0
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|
|
|
|
|
my $eigenvalues = (PDL::Math::eigens($mpdl))[1]; |
|
295
|
0
|
|
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|
|
|
my @sort = list(PDL::Ufunc::qsorti(abs($eigenvalues))); |
|
296
|
0
|
|
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|
|
|
$eigenvalues = $eigenvalues->dice([@sort[-$rank..-1]]); |
|
297
|
0
|
|
|
|
|
|
PDL::Ufunc::dprod($eigenvalues); |
|
298
|
|
|
|
|
|
|
} |
|
299
|
|
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|
300
|
|
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|
|
=head2 trace |
|
301
|
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|
302
|
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|
|
=for ref |
|
303
|
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|
|
304
|
|
|
|
|
|
|
returns the trace of a matrix (sum of diagonals) |
|
305
|
|
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|
|
306
|
|
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|
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|
|
=cut |
|
307
|
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|
|
308
|
|
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|
|
|
|
sub trace { |
|
309
|
0
|
|
|
0
|
1
|
|
my ($mpdl) = @_; |
|
310
|
0
|
|
|
|
|
|
$mpdl->diagonal(0,1)->sum; |
|
311
|
|
|
|
|
|
|
} |
|
312
|
|
|
|
|
|
|
|
|
313
|
|
|
|
|
|
|
# this has to be overloaded so that the PDL::slice |
|
314
|
|
|
|
|
|
|
# is called and not PDL::Matrix::slice :-( |
|
315
|
|
|
|
|
|
|
sub dummy($$;$) { |
|
316
|
0
|
|
|
0
|
0
|
|
my ($pdl,$dim) = @_; |
|
317
|
0
|
0
|
|
|
|
|
$dim = $pdl->getndims+1+$dim if $dim < 0; |
|
318
|
0
|
0
|
0
|
|
|
|
barf ("too high/low dimension in call to dummy, allowed min/max=0/" |
|
319
|
|
|
|
|
|
|
. $_[0]->getndims) |
|
320
|
|
|
|
|
|
|
if $dim>$pdl->getndims || $dim < 0; |
|
321
|
0
|
0
|
|
|
|
|
$_[2] = 1 if ($#_ < 2); |
|
322
|
0
|
|
|
|
|
|
$pdl->PDL::slice((','x$dim)."*$_[2]"); |
|
323
|
|
|
|
|
|
|
} |
|
324
|
|
|
|
|
|
|
|
|
325
|
|
|
|
|
|
|
|
|
326
|
|
|
|
|
|
|
# now some of my very own helper functions... |
|
327
|
|
|
|
|
|
|
# stupid function to print a PDL::Matrix object in Maple code |
|
328
|
|
|
|
|
|
|
sub stringifymaple { |
|
329
|
0
|
|
|
0
|
0
|
|
my ($self,@args) = @_; |
|
330
|
|
|
|
|
|
|
|
|
331
|
0
|
|
|
|
|
|
my ($dimR,$dimC) = mdims($self); |
|
332
|
0
|
|
|
|
|
|
my $s; |
|
333
|
|
|
|
|
|
|
|
|
334
|
0
|
0
|
|
|
|
|
$s .= $args[0].":=" unless $args[0] eq ""; |
|
335
|
0
|
0
|
|
|
|
|
if (defined($dimR)) { |
|
336
|
0
|
|
|
|
|
|
$s .= "matrix($dimR,$dimC,["; |
|
337
|
0
|
|
|
|
|
|
for(my $i=0;$i<$dimR;++$i) { |
|
338
|
0
|
|
|
|
|
|
$s .= "["; |
|
339
|
0
|
|
|
|
|
|
for(my $j=0;$j<$dimC;++$j) { |
|
340
|
0
|
|
|
|
|
|
$s .= $self->at($i,$j); |
|
341
|
0
|
0
|
|
|
|
|
$s .= "," if $j+1<$dimC; |
|
342
|
|
|
|
|
|
|
} |
|
343
|
0
|
|
|
|
|
|
$s .= "]"; |
|
344
|
0
|
0
|
|
|
|
|
$s .= "," if $i+1<$dimR; |
|
345
|
|
|
|
|
|
|
} |
|
346
|
0
|
|
|
|
|
|
$s .= "])"; |
|
347
|
|
|
|
|
|
|
} |
|
348
|
|
|
|
|
|
|
else { |
|
349
|
0
|
|
|
|
|
|
$s = "vector($dimC,["; |
|
350
|
0
|
|
|
|
|
|
for(my $i=0;$i<$dimC;++$i) { |
|
351
|
0
|
|
|
|
|
|
$s .= $self->at($i); |
|
352
|
0
|
0
|
|
|
|
|
$s .= "," if $i+1<$dimC; |
|
353
|
|
|
|
|
|
|
} |
|
354
|
0
|
|
|
|
|
|
$s .= "])"; |
|
355
|
|
|
|
|
|
|
} |
|
356
|
0
|
|
|
|
|
|
return $s; |
|
357
|
|
|
|
|
|
|
} |
|
358
|
|
|
|
|
|
|
sub printmaple { |
|
359
|
0
|
|
|
0
|
0
|
|
print stringifymaple(@_).";\n"; |
|
360
|
|
|
|
|
|
|
} |
|
361
|
|
|
|
|
|
|
|
|
362
|
|
|
|
|
|
|
# stupid function to print a PDL::Matrix object in (La)TeX code |
|
363
|
|
|
|
|
|
|
sub stringifyTeX { |
|
364
|
0
|
|
|
0
|
0
|
|
my ($self,@args) = @_; |
|
365
|
|
|
|
|
|
|
|
|
366
|
0
|
|
|
|
|
|
my ($dimR,$dimC) = mdims($self); |
|
367
|
0
|
|
|
|
|
|
my $s; |
|
368
|
|
|
|
|
|
|
|
|
369
|
0
|
0
|
|
|
|
|
$s .= $args[0]."=" unless $args[0] eq ""; |
|
370
|
0
|
|
|
|
|
|
$s .= "\\begin{pmatrix}\n"; |
|
371
|
0
|
|
|
|
|
|
for(my $i=0;$i<$dimR;++$i) { |
|
372
|
0
|
|
|
|
|
|
for(my $j=0;$j<$dimC;++$j) { |
|
373
|
0
|
|
|
|
|
|
$s .= $self->at($i,$j); |
|
374
|
0
|
0
|
|
|
|
|
$s .= " & " if $j+1<$dimC; |
|
375
|
|
|
|
|
|
|
} |
|
376
|
0
|
0
|
|
|
|
|
$s .= " \\\\ \n" if $i+1<$dimR; |
|
377
|
|
|
|
|
|
|
} |
|
378
|
0
|
|
|
|
|
|
$s .= "\n \\end{pmatrix}\n"; |
|
379
|
|
|
|
|
|
|
|
|
380
|
0
|
|
|
|
|
|
return $s; |
|
381
|
|
|
|
|
|
|
} |
|
382
|
|
|
|
|
|
|
|
|
383
|
|
|
|
|
|
|
sub printTeX { |
|
384
|
0
|
|
|
0
|
0
|
|
print stringifyTeX(@_)."\n"; |
|
385
|
|
|
|
|
|
|
} |
|
386
|
|
|
|
|
|
|
|
|
387
|
|
|
|
|
|
|
=pod |
|
388
|
|
|
|
|
|
|
|
|
389
|
|
|
|
|
|
|
=begin comment |
|
390
|
|
|
|
|
|
|
|
|
391
|
|
|
|
|
|
|
DAL commented this out 17-June-2008. It didn't work, it used the |
|
392
|
|
|
|
|
|
|
outmoded (and incorrect) ~-is-transpose convention, and it wasn't |
|
393
|
|
|
|
|
|
|
necessary since the regular cross product worked fine. |
|
394
|
|
|
|
|
|
|
|
|
395
|
|
|
|
|
|
|
=head2 vcrossp, PDL::Matrix::crossp |
|
396
|
|
|
|
|
|
|
|
|
397
|
|
|
|
|
|
|
=for ref |
|
398
|
|
|
|
|
|
|
|
|
399
|
|
|
|
|
|
|
similar to PDL::crossp, however reflecting PDL::Matrix notations |
|
400
|
|
|
|
|
|
|
|
|
401
|
|
|
|
|
|
|
#=cut |
|
402
|
|
|
|
|
|
|
|
|
403
|
|
|
|
|
|
|
# crossp for my special vectors |
|
404
|
|
|
|
|
|
|
sub crossp { |
|
405
|
|
|
|
|
|
|
my ($pdl1,$pdl2) = @_; |
|
406
|
|
|
|
|
|
|
return PDL::transpose(PDL::crossp(~$pdl1,~$pdl2)); |
|
407
|
|
|
|
|
|
|
} |
|
408
|
|
|
|
|
|
|
sub vcrossp { PDL::Matrix->crossp(\@_) } |
|
409
|
|
|
|
|
|
|
push @EXPORT_OK, "vcrossp"; |
|
410
|
|
|
|
|
|
|
|
|
411
|
|
|
|
|
|
|
=end comment |
|
412
|
|
|
|
|
|
|
|
|
413
|
|
|
|
|
|
|
=cut |
|
414
|
|
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415
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%EXPORT_TAGS = (Func=>[@EXPORT_OK]); |
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416
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417
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1; |
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418
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419
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=head1 BUGS AND PROBLEMS |
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420
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421
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Because we change the way piddles are constructed, not all pdl |
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422
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operators may be applied to piddle-matrices. The inner product is not |
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423
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redefined. We might have missed some functions/methods. Internal |
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424
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consistency of our approach needs yet to be established. |
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425
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426
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Because PDL::Matrix changes the way slicing behaves, it breaks many |
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427
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operators, notably those in MatrixOps. |
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428
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429
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=head1 TODO |
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430
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431
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check all PDL functions, benchmarks, optimization, lots of other things ... |
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432
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433
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=head1 AUTHOR(S) |
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434
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435
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Stephan Heuel (stephan@heuel.org), Christian Soeller |
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436
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(c.soeller@auckland.ac.nz). |
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437
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438
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=head1 COPYRIGHT |
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439
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440
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All rights reserved. There is no warranty. You are allowed to |
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441
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redistribute this software / documentation under certain |
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442
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conditions. For details, see the file COPYING in the PDL |
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443
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distribution. If this file is separated from the PDL distribution, the |
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444
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copyright notice should be included in the file. |
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445
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446
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=cut |