Mercurial > hg > camir-aes2014
comparison toolboxes/MIRtoolbox1.3.2/somtoolbox/som_read_cod.m @ 0:e9a9cd732c1e tip
first hg version after svn
author | wolffd |
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date | Tue, 10 Feb 2015 15:05:51 +0000 |
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-1:000000000000 | 0:e9a9cd732c1e |
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1 function sMap = som_read_cod(filename) | |
2 | |
3 %SOM_READ_COD Reads a SOM_PAK format codebook file. | |
4 % | |
5 % sMap = som_read_cod(filename); | |
6 % | |
7 % sMap = som_read_cod('map1.cod'); | |
8 % | |
9 % Input and output arguments: | |
10 % filename (string) name of input file | |
11 % sMap (struct) self-organizing map structure | |
12 % | |
13 % The file must be in SOM_PAK format. Empty lines and lines starting | |
14 % with a '#' are ignored, except the ones starting with '#n'. The strings | |
15 % after '#n' are read to field 'comp_names' of the map structure. | |
16 % | |
17 % For more help, try 'type som_read_cod' or check out online documentation. | |
18 % See also SOM_WRITE_COD, SOM_READ_DATA, SOM_WRITE_DATA, SOM_MAP_STRUCT. | |
19 | |
20 %%%%%%%%%%%%% DETAILED DESCRIPTION %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% | |
21 % | |
22 % som_read_cod | |
23 % | |
24 % PURPOSE | |
25 % | |
26 % Reads a Self-Organizing Map from an ascii file in SOM_PAK format. | |
27 % | |
28 % SYNTAX | |
29 % | |
30 % sMap = som_read_cod(filename); | |
31 % | |
32 % DESCRIPTION | |
33 % | |
34 % This function is offered for compatibility with SOM_PAK, a SOM | |
35 % software package in C. It reads map files written in SOM_PAK format. | |
36 % | |
37 % The SOM_PAK map file format is as follows. The first line must contain | |
38 % the input space dimension, lattice type ('rect' or 'hexa'), map grid | |
39 % size in x-direction, map grid size in y-direction, and neighborhood | |
40 % function ('bubble' or 'gaussian'), in that order. The following lines | |
41 % are comment lines, empty lines or data lines. | |
42 % | |
43 % Each data line contains the weight vector of one map unit and its | |
44 % labels. From the beginning of the line, first are values of the vector | |
45 % components separated by whitespaces, then labels, again separated by | |
46 % whitespaces. The order of map units in the file are one row at a time | |
47 % from right to left, from the top to the bottom of the map (x-direction | |
48 % first, then y-direction). | |
49 % | |
50 % Comment lines start with '#'. Comment lines as well as empty lines are | |
51 % ignored, except if the comment line starts with '#n'. In that case the | |
52 % line should contain names of the vector components separated by | |
53 % whitespaces. | |
54 % | |
55 % In the returned map struct, several fields has to be set to default | |
56 % values, since the SOM_PAK file does not contain information on | |
57 % them. These include map shape ('sheet'), mask ([1 ... 1]), | |
58 % normalizations (none), trainhist (two entries, first with algorithm | |
59 % 'init' and the second with 'seq', both with data name 'unknown'), | |
60 % possibly also component names ('Var1',...). | |
61 % | |
62 % REQUIRED INPUT PARAMETERS | |
63 % | |
64 % filename (string) the name of the input file | |
65 % | |
66 % OUTPUT ARGUMENTS | |
67 % | |
68 % sMap (struct) the resulting SOM struct | |
69 % | |
70 % EXAMPLES | |
71 % | |
72 % sMap = som_read_cod('map1.cod'); | |
73 % | |
74 % SEE ALSO | |
75 % | |
76 % som_write_cod Writes a map struct into a file in SOM_PAK format. | |
77 % som_read_data Reads data from an ascii file. | |
78 % som_write_data Writes data struct into a file in SOM_PAK format. | |
79 % som_map_struct Creates map structs. | |
80 | |
81 % Copyright (c) 1997-2000 by the SOM toolbox programming team. | |
82 % http://www.cis.hut.fi/projects/somtoolbox/ | |
83 | |
84 % Version 1.0beta ecco 221097 | |
85 % Version 2.0beta juuso 151199 250400 | |
86 | |
87 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% | |
88 %% check arguments | |
89 | |
90 error(nargchk(1, 1, nargin)) % check no. of input args is correct | |
91 | |
92 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% | |
93 %% initialize variables | |
94 | |
95 lnum = 0; % codebook vector counter | |
96 comment_start = '#'; % the char a SOM_PAK command line starts with | |
97 comp_name_line = '#n'; % string used to start a special command line, | |
98 % which contains names of each component | |
99 | |
100 % open input file | |
101 | |
102 fid = fopen(filename); | |
103 if fid < 0, error(['Cannot open ' filename]); end | |
104 | |
105 % read header line | |
106 | |
107 ok_cnt = 0; | |
108 lin = fgetl(fid); li = lin; | |
109 [dim c err n] = sscanf(li, '%d%[^ \t]'); ok_cnt=ok_cnt+c; li = li(n:end); | |
110 [lattice c err n] = sscanf(li,'%s%[^ \t]'); ok_cnt=ok_cnt+c; li = li(n:end); | |
111 [msize(2) c err n] = sscanf(li, '%d%[^ \t]'); ok_cnt=ok_cnt+c; li = li(n:end); | |
112 [msize(1) c err n] = sscanf(li, '%d%[^ \t]'); ok_cnt=ok_cnt+c; li = li(n:end); | |
113 [neigh c err n] = sscanf(li, '%s%[^ \t\n]'); ok_cnt=ok_cnt+c; | |
114 | |
115 if ok_cnt ~= 5 | |
116 error([ 'Invalid header line: ' lin ]); | |
117 end | |
118 | |
119 % create map struct and set its fields according to header line | |
120 | |
121 munits = prod(msize); | |
122 sMap = som_map_struct(dim, 'msize', msize, ... | |
123 lattice, 'sheet', 'neigh', neigh); | |
124 [sT0, ok] = som_set('som_train','algorithm','init','data_name','unknown'); | |
125 sT1 = som_set('som_train','algorithm','seq','data_name','unknown',... | |
126 'neigh',neigh,'mask',ones(dim,1)); | |
127 [sMap, ok, msgs] = som_set(sMap,'name',filename,'trainhist',{sT0,sT1}); | |
128 | |
129 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% | |
130 %% read codebook from the file | |
131 | |
132 codebook = zeros(munits,dim); | |
133 labels = cell(munits,1); | |
134 comp_names = sMap.comp_names; | |
135 form = [repmat('%f',[1 dim-1]) '%f%[^ \t]']; | |
136 | |
137 while 1, | |
138 li = fgetl(fid); % read next line | |
139 if ~isstr(li), break, end; % is this the end of file? | |
140 | |
141 [data, c, err, n] = sscanf(li, form); | |
142 if c < dim % if there were less numbers than dim on the input file line | |
143 if c == 0 | |
144 if strncmp(li, comp_name_line, 2) % component name line? | |
145 li = li(3:end); i = 0; c = 1; | |
146 while c | |
147 [s, c, e, n] = sscanf(li, '%s%[^ \t]'); | |
148 if ~isempty(s), i = i + 1; comp_names{i} = s; li = li(n:end); end | |
149 end | |
150 | |
151 if i ~= dim | |
152 error(['Illegal number of component names: ' num2str(i) ... | |
153 ' (dimension is ' num2str(dim) ')']); | |
154 end | |
155 elseif ~strncmp(li, comment_start, 1) % not a comment, is it error? | |
156 [s, c, e, n] = sscanf(li, '%s%[^ \t]'); | |
157 if c | |
158 error(['Invalid vector on input file line ' ... | |
159 num2str(lnum+1) ': [' deblank(li) ']']), | |
160 end | |
161 end | |
162 else | |
163 error(['Only ' num2str(c) ' vector components on input file line ' ... | |
164 num2str(lnum+1) ' (dimension is ' num2str(dim) ')']); | |
165 end | |
166 | |
167 else | |
168 | |
169 lnum = lnum + 1; % this was a line containing data vector | |
170 codebook(lnum, 1:dim) = data'; % add data to struct | |
171 | |
172 % read labels | |
173 | |
174 if n < length(li) | |
175 li = li(n:end); | |
176 i = 0; n = 1; c = 1; | |
177 while c | |
178 [s, c, e, n_new] = sscanf(li(n:end), '%s%[^ \t]'); | |
179 if c, i = i + 1; labels{lnum, i} = s; n = n + n_new - 1; end | |
180 end | |
181 end | |
182 end | |
183 end | |
184 | |
185 % close the input file | |
186 | |
187 if fclose(fid) < 0 | |
188 error(['Cannot close file ' filename]); | |
189 else | |
190 fprintf(2, '\rmap read ok \n'); | |
191 end | |
192 | |
193 % check that the number of lines read was correct | |
194 | |
195 if lnum ~= munits | |
196 error(['Illegal number of map units: ' num2str(lnum) ' (should be ' num2str(munits) ').']); | |
197 end | |
198 | |
199 % set values | |
200 | |
201 % in SOM_PAK the xy-indexing is used, while in Matlab ij-indexing | |
202 % therefore, the codebook vectors have to be reorganized | |
203 | |
204 order = reshape([1:munits],msize); | |
205 order = reshape(order',[munits 1]); | |
206 codebook(order,:) = codebook; | |
207 labels(order,:) = labels; | |
208 | |
209 sMap.codebook = codebook; | |
210 sMap.labels = labels; | |
211 sMap.comp_names = comp_names; | |
212 | |
213 return; | |
214 | |
215 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% |