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Austin Schuhc55b0172022-02-20 17:52:35 -08001namespace Eigen {
2
3/** \eigenManualPage TutorialSlicingIndexing Slicing and Indexing
4
5This page presents the numerous possibilities offered by `operator()` to index sub-set of rows and columns.
6This API has been introduced in %Eigen 3.4.
7It supports all the feature proposed by the \link TutorialBlockOperations block API \endlink, and much more.
8In particular, it supports \b slicing that consists in taking a set of rows, columns, or elements, uniformly spaced within a matrix or indexed from an array of indices.
9
10\eigenAutoToc
11
12\section TutorialSlicingOverview Overview
13
14All the aforementioned operations are handled through the generic DenseBase::operator()(const RowIndices&, const ColIndices&) method.
15Each argument can be:
16 - An integer indexing a single row or column, including symbolic indices.
17 - The symbol Eigen::all representing the whole set of respective rows or columns in increasing order.
18 - An ArithmeticSequence as constructed by the Eigen::seq, Eigen::seqN, or Eigen::lastN functions.
19 - Any 1D vector/array of integers including %Eigen's vector/array, expressions, std::vector, std::array, as well as plain C arrays: `int[N]`.
20
21More generally, it can accepts any object exposing the following two member functions:
22 \code
23 <integral type> operator[](<integral type>) const;
24 <integral type> size() const;
25 \endcode
26where `<integral type>` stands for any integer type compatible with Eigen::Index (i.e. `std::ptrdiff_t`).
27
28\section TutorialSlicingBasic Basic slicing
29
30Taking a set of rows, columns, or elements, uniformly spaced within a matrix or vector is achieved through the Eigen::seq or Eigen::seqN functions where "seq" stands for arithmetic sequence. Their signatures are summarized below:
31
32<table class="manual">
33<tr>
34 <th>function</th>
35 <th>description</th>
36 <th>example</th>
37</tr>
38<tr>
39 <td>\code seq(firstIdx,lastIdx) \endcode</td>
40 <td>represents the sequence of integers ranging from \c firstIdx to \c lastIdx</td>
41 <td>\code seq(2,5) <=> {2,3,4,5} \endcode</td>
42</tr>
43<tr>
44 <td>\code seq(firstIdx,lastIdx,incr) \endcode</td>
45 <td>same but using the increment \c incr to advance from one index to the next</td>
46 <td>\code seq(2,8,2) <=> {2,4,6,8} \endcode</td>
47</tr>
48<tr>
49 <td>\code seqN(firstIdx,size) \endcode</td>
50 <td>represents the sequence of \c size integers starting from \c firstIdx</td>
51 <td>\code seqN(2,5) <=> {2,3,4,5,6} \endcode</td>
52</tr>
53<tr>
54 <td>\code seqN(firstIdx,size,incr) \endcode</td>
55 <td>same but using the increment \c incr to advance from one index to the next</td>
56 <td>\code seqN(2,3,3) <=> {2,5,8} \endcode</td>
57</tr>
58</table>
59
60The \c firstIdx and \c lastIdx parameters can also be defined with the help of the Eigen::last symbol representing the index of the last row, column or element of the underlying matrix/vector once the arithmetic sequence is passed to it through operator().
61Here are some examples for a 2D array/matrix \c A and a 1D array/vector \c v.
62<table class="manual">
63<tr>
64 <th>Intent</th>
65 <th>Code</th>
66 <th>Block-API equivalence</th>
67</tr>
68<tr>
69 <td>Bottom-left corner starting at row \c i with \c n columns</td>
70 <td>\code A(seq(i,last), seqN(0,n)) \endcode</td>
71 <td>\code A.bottomLeftCorner(A.rows()-i,n) \endcode</td>
72</tr>
73<tr>
74 <td>%Block starting at \c i,j having \c m rows, and \c n columns</td>
75 <td>\code A(seqN(i,m), seqN(i,n) \endcode</td>
76 <td>\code A.block(i,j,m,n) \endcode</td>
77</tr>
78<tr>
79 <td>%Block starting at \c i0,j0 and ending at \c i1,j1</td>
80 <td>\code A(seq(i0,i1), seq(j0,j1) \endcode</td>
81 <td>\code A.block(i0,j0,i1-i0+1,j1-j0+1) \endcode</td>
82</tr>
83<tr>
84 <td>Even columns of A</td>
85 <td>\code A(all, seq(0,last,2)) \endcode</td>
86 <td></td>
87</tr>
88<tr>
89 <td>First \c n odd rows A</td>
90 <td>\code A(seqN(1,n,2), all) \endcode</td>
91 <td></td>
92</tr>
93<tr>
94 <td>The last past one column</td>
95 <td>\code A(all, last-1) \endcode</td>
96 <td>\code A.col(A.cols()-2) \endcode</td>
97</tr>
98<tr>
99 <td>The middle row</td>
100 <td>\code A(last/2,all) \endcode</td>
101 <td>\code A.row((A.rows()-1)/2) \endcode</td>
102</tr>
103<tr>
104 <td>Last elements of v starting at i</td>
105 <td>\code v(seq(i,last)) \endcode</td>
106 <td>\code v.tail(v.size()-i) \endcode</td>
107</tr>
108<tr>
109 <td>Last \c n elements of v</td>
110 <td>\code v(seq(last+1-n,last)) \endcode</td>
111 <td>\code v.tail(n) \endcode</td>
112</tr>
113</table>
114
115As seen in the last exemple, referencing the <i> last n </i> elements (or rows/columns) is a bit cumbersome to write.
116This becomes even more tricky and error prone with a non-default increment.
117Here comes \link Eigen::lastN(SizeType) Eigen::lastN(size) \endlink, and \link Eigen::lastN(SizeType,IncrType) Eigen::lastN(size,incr) \endlink:
118
119<table class="manual">
120<tr>
121 <th>Intent</th>
122 <th>Code</th>
123 <th>Block-API equivalence</th>
124</tr>
125<tr>
126 <td>Last \c n elements of v</td>
127 <td>\code v(lastN(n)) \endcode</td>
128 <td>\code v.tail(n) \endcode</td>
129</tr>
130<tr>
131 <td>Bottom-right corner of A of size \c m times \c n</td>
132 <td>\code v(lastN(m), lastN(n)) \endcode</td>
133 <td>\code A.bottomRightCorner(m,n) \endcode</td>
134</tr>
135<tr>
136 <td>Bottom-right corner of A of size \c m times \c n</td>
137 <td>\code v(lastN(m), lastN(n)) \endcode</td>
138 <td>\code A.bottomRightCorner(m,n) \endcode</td>
139</tr>
140<tr>
141 <td>Last \c n columns taking 1 column over 3</td>
142 <td>\code A(all, lastN(n,3)) \endcode</td>
143 <td></td>
144</tr>
145</table>
146
147\section TutorialSlicingFixed Compile time size and increment
148
149In terms of performance, %Eigen and the compiler can take advantage of compile-time size and increment.
150To this end, you can enforce compile-time parameters using Eigen::fix<val>.
151Such compile-time value can be combined with the Eigen::last symbol:
152\code v(seq(last-fix<7>, last-fix<2>))
153\endcode
154In this example %Eigen knowns at compile-time that the returned expression has 6 elements.
155It is equivalent to:
156\code v(seqN(last-7, fix<6>))
157\endcode
158
159We can revisit the <i>even columns of A</i> example as follows:
160\code A(all, seq(0,last,fix<2>))
161\endcode
162
163
164\section TutorialSlicingReverse Reverse order
165
166Row/column indices can also be enumerated in decreasing order using a negative increment.
167For instance, one over two columns of A from the column 20 to 10:
168\code A(all, seq(20, 10, fix<-2>))
169\endcode
170The last \c n rows starting from the last one:
171\code A(seqN(last, n, fix<-1>), all)
172\endcode
173You can also use the ArithmeticSequence::reverse() method to reverse its order.
174The previous example can thus also be written as:
175\code A(lastN(n).reverse(), all)
176\endcode
177
178
179\section TutorialSlicingArray Array of indices
180
181The generic `operator()` can also takes as input an arbitrary list of row or column indices stored as either an `ArrayXi`, a `std::vector<int>`, `std::array<int,N>`, etc.
182
183<table class="example">
184<tr><th>Example:</th><th>Output:</th></tr>
185<tr><td>
186\include Slicing_stdvector_cxx11.cpp
187</td>
188<td>
189\verbinclude Slicing_stdvector_cxx11.out
190</td></tr></table>
191
192You can also directly pass a static array:
193<table class="example">
194<tr><th>Example:</th><th>Output:</th></tr>
195<tr><td>
196\include Slicing_rawarray_cxx11.cpp
197</td>
198<td>
199\verbinclude Slicing_rawarray_cxx11.out
200</td></tr></table>
201
202or expressions:
203<table class="example">
204<tr><th>Example:</th><th>Output:</th></tr>
205<tr><td>
206\include Slicing_arrayexpr.cpp
207</td>
208<td>
209\verbinclude Slicing_arrayexpr.out
210</td></tr></table>
211
212When passing an object with a compile-time size such as `Array4i`, `std::array<int,N>`, or a static array, then the returned expression also exhibit compile-time dimensions.
213
214\section TutorialSlicingCustomArray Custom index list
215
216More generally, `operator()` can accept as inputs any object \c ind of type \c T compatible with:
217\code
218Index s = ind.size(); or Index s = size(ind);
219Index i;
220i = ind[i];
221\endcode
222
223This means you can easily build your own fancy sequence generator and pass it to `operator()`.
224Here is an exemple enlarging a given matrix while padding the additional first rows and columns through repetition:
225
226<table class="example">
227<tr><th>Example:</th><th>Output:</th></tr>
228<tr><td>
229\include Slicing_custom_padding_cxx11.cpp
230</td>
231<td>
232\verbinclude Slicing_custom_padding_cxx11.out
233</td></tr></table>
234
235<br>
236
237*/
238
239/*
240TODO add:
241so_repeat_inner.cpp
242so_repeleme.cpp
243*/
244}