1Matrix(3) User Contributed Perl Documentation Matrix(3)
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6 PDL::Matrix -- a convenience matrix class for column-major access
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9 This document refers to version PDL::Matrix 0.5 of PDL::Matrix
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12 use PDL::Matrix;
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14 $m = mpdl [[1,2,3],[4,5,6]];
15 $m = PDL::Matrix->pdl([[1,2,3],[4,5,6]]);
16 $m = msequence(4,3);
17 @dimsa = $x->mdims; # 'dims' is not overloaded
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19 $v = vpdl [0,1,2,3]
20 $v = vzeroes(4);
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23 Overview
24 This package tries to help people who want to use PDL for 2D matrix
25 computation with lots of indexing involved. It provides a PDL subclass
26 so one- and two-dimensional ndarrays that are used as vectors resp and
27 matrices can be typed in using traditional matrix convention.
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29 If you want to know more about matrix operation support in PDL, you
30 want to read PDL::MatrixOps or PDL::Slatec.
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32 The original pdl class refers to the first index as the first row, the
33 second index as the first column of a matrix. Consider
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35 print $B = sequence(3,2)
36 [
37 [0 1 2]
38 [3 4 5]
39 ]
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41 which gives a 2x3 matrix in terms of the matrix convention, but the
42 constructor used (3,2). This might get more confusing when using slices
43 like sequence(3,2)->slice("1:2,(0)") : with traditional matrix
44 convention one would expect [2 4] instead of [1 2].
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46 This subclass PDL::Matrix overloads the constructors and indexing
47 functions of pdls so that they are compatible with the usual matrix
48 convention, where the first dimension refers to the row of a matrix. So
49 now, the above example would be written as
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51 print $B = PDL::Matrix->sequence(3,2) # or $B = msequence(3,2)
52 [
53 [0 1]
54 [2 3]
55 [4 5]
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58 Routines like eigens or inv can be used without any changes.
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60 Furthermore one can construct and use vectors as n x 1 matrices without
61 mentioning the second index '1'.
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63 Implementation
64 "PDL::Matrix" works by overloading a number of PDL constructors and
65 methods such that first and second args (corresponding to first and
66 second dims of corresponding matrices) are effectively swapped. It is
67 not yet clear if PDL::Matrix achieves a consistent column-major look-
68 and-feel in this way.
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71 As of version 0.5 (rewrite by CED) the matrices are stored in the usual
72 way, just constructed and stringified differently. That way indexing
73 and everything else works the way you think it should.
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76 mpdl, PDL::Matrix::pdl
77 constructs an object of class PDL::Matrix which is an ndarray child
78 class.
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80 $m = mpdl [[1,2,3],[4,5,6]];
81 $m = PDL::Matrix->pdl([[1,2,3],[4,5,6]]);
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83 mzeroes, mones, msequence
84 constructs a PDL::Matrix object similar to the ndarray constructors
85 zeroes, ones, sequence.
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87 vpdl
88 constructs an object of class PDL::Matrix which is of matrix dimensions
89 (n x 1)
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91 print $v = vpdl [0,1];
92 [
93 [0]
94 [1]
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97 vzeroes, vones, vsequence
98 constructs a PDL::Matrix object with matrix dimensions (n x 1),
99 therefore only the first scalar argument is used.
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101 print $v = vsequence(2);
102 [
103 [0]
104 [1]
105 ]
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107 kroneckerproduct
108 returns kroneckerproduct of two matrices. This is not efficiently
109 implemented.
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111 det_general
112 returns a generalized determinant of a matrix. If the matrix is not
113 regular, one can specify the rank of the matrix and the corresponding
114 subdeterminant is returned. This is implemented using the "eigens"
115 function.
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117 trace
118 returns the trace of a matrix (sum of diagonals)
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121 Because we change the way ndarrays are constructed, not all pdl
122 operators may be applied to ndarray-matrices. The inner product is not
123 redefined. We might have missed some functions/methods. Internal
124 consistency of our approach needs yet to be established.
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126 Because PDL::Matrix changes the way slicing behaves, it breaks many
127 operators, notably those in MatrixOps.
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130 check all PDL functions, benchmarks, optimization, lots of other things
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134 Stephan Heuel (stephan@heuel.org), Christian Soeller
135 (c.soeller@auckland.ac.nz).
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138 All rights reserved. There is no warranty. You are allowed to
139 redistribute this software / documentation under certain conditions.
140 For details, see the file COPYING in the PDL distribution. If this file
141 is separated from the PDL distribution, the copyright notice should be
142 included in the file.
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146perl v5.36.0 2022-07-22 Matrix(3)