convert_slf.pl
9.74 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
#!/usr/bin/env perl
# Copyright 2014 Brno University of Technology (author Karel Vesely)
# Copyright 2013 Korbinian Riedhammer
# Convert a kaldi-lattice to HTK SLF format; if given an output
# directory, each lattice will be put in an individual gzipped file.
# Internal representation of nodes, links:
# node hash:
# { W=>[word], t=>[time], n_out_arcs=>[number_of_outgoing_arcs] };
# (Time internally represented as integer number of frames.)
# link hash:
# { S=>[start_node], E=>[end_node], W=>[word], v=>[0], a=>[acoustic_score], l=>[graph_score] }
#
# The HTK output supports:
# - words on links [default],
# - simpler, same as in kaldi lattices, node-ids in output correspond to kaldi lattices
# - words on nodes,
# - apart from original nodes, there are extra nodes containing the words.
# - each original ark is replaced by word-node and two links, connecting it with original nodes.
use utf8;
use List::Util qw(max);
binmode(STDIN, ":encoding(utf8)");
binmode(STDOUT, ":encoding(utf8)");
# defaults
$framerate=0.01;
$wordtonode=0;
$usage="Convert kaldi lattices to HTK SLF (v1.1) format.\n".
"Usage: convert_slf.pl [options] lat-file.txt [out-dir]\n".
" e.g. lattice-align-words lang/phones/word_boundary.int final.mdl 'ark:gunzip -c lat.gz |' ark,t:- | utils/int2sym.pl -f 3 lang/words.txt | $0 - slf/\n".
"\n".
"Options regarding the SLF output:\n".
" --frame-rate x Frame rate to compute timing information (default: $framerate)\n".
" --word-to-node Print the word symbols on nodes (adds extra nodes+links; default: words at links)\n".
"\n";
# parse options
while (@ARGV gt 0 and $ARGV[0] =~ m/^--/) {
$param = shift @ARGV;
if ($param eq "--frame-rate") { $framerate = shift @ARGV; }
elsif ($param eq "--word-to-node") { $wordtonode = 1;}
else {
print STDERR "Unknown option $param\n";
print STDERR;
print STDERR $usage;
exit 1;
}
}
# check positional arg count
if (@ARGV < 1 || @ARGV > 2) {
print STDERR $usage;
exit 1;
}
# store gzipped lattices individually to outdir:
$outdir = "";
if (@ARGV == 2) {
$outdir = pop @ARGV;
unless (-d $outdir) { system("mkdir -p $outdir"); }
unless (-d $outdir) {
print STDERR "Could not create directory $outdir\n";
exit 1;
}
}
# or we'll print lattices to stdout:
if ($outdir eq "") {
open(FH, ">-") or die "Could not write to stdout (???)\n";
}
### parse kaldi lattices:
$utt = "";
$arc = 0;
$latest_time = 0.0;
@links = ();
%nodes = ();
%nodes_extra = ();
%accepting_states = ();
open (FI, $ARGV[0]) or die "Could not read from file\n";
binmode(FI, ":encoding(utf8)");
while(<FI>) {
chomp;
@A = split /\s+/;
if (@A == 1 and $utt eq "") {
# new lattice
$utt = $A[0];
$nodes{0} = { W=>"!NULL", t=>0.0, n_out_arcs=>0 }; #initial node
} elsif (@A == 1) {
# accepting node without FST weight, store data for link to terminal super-state
$accepting_states{$A[0]} = { W=>"!NULL", v=>0, a=>0, l=>0 };
} elsif (@A == 2) {
# accepting state with FST weight on it, again store data for the link
($s, $info) = @A;
($gs, $as, $ss) = split(/,/, $info);
# kaldi saves -log, but HTK does it the other way round
$gs *= -1;
$as *= -1;
# the state sequence is something like 1_2_4_56_45, get number of tokens after splitting by '_':
$ss = scalar split(/_/, $ss);
# update the end time
die "Node $s not yet visited, is lattice sorted topologically? $utt" unless exists $nodes{$s}{t};
$time_end = $nodes{$s}{t} + $ss;
if ($latest_time < $time_end) { $latest_time = $time_end; }
# add the link data
$accepting_states{$A[0]} = { W=>"!NULL", v=>0, a=>$as, l=>$gs };
} elsif (@A == 4 or @A == 3) {
# FSA arc
($s, $e, $w, $info) = @A;
if ($info ne "") {
($gs, $as, $ss) = split(/,/, $info);
} else {
$gs = 0; $as = 0; $ss = "";
}
# rename epsilons to null
$w = "!NULL" if $w eq "<eps>";
# kaldi saves -log, but HTK does it the other way round
$gs *= -1;
$as *= -1;
# the state sequence is something like 1_2_4_56_45, get number of tokens after splitting by '_':
$ss = scalar split(/_/, $ss);
# keep track of the number of outgoing arcs for each node
# (later, we will connect sinks to the terminal state)
$nodes{$s}{n_out_arcs} += 1;
# keep track of timing
die "Node $s not yet visited, is lattice sorted topologically? $utt" unless exists $nodes{$s};
$time_end = $nodes{$s}{t} + $ss;
if ($latest_time < $time_end) { $latest_time = $time_end; }
# sanity check on already existing node
if (exists $nodes{$e}) {
die "Node $e previously stored with different time ".$nodes{$e}{t}." now $time_end, $utt.\n"
if $time_end ne $nodes{$e}{t};
}
# store internal representation of the arc
if (not $wordtonode) {
# The words on links, the lattice keeps it's original structure,
# add node; do not overwrite
$nodes{$e} = { t=>$time_end, n_out_arcs=>0 } unless defined $nodes{$e};
# add the link data
push @links, { S=>$s, E=>$e, W=>$w, v=>0, a=>$as, l=>$gs };
} else {
# The problem here was that, if we have a node with several incoming links,
# the links can have different words on it, so we cannot simply put word from
# link into the node.
#
# The simple solution is:
# each FST arc gets replaced by extra node with word and two links,
# connecting it with original nodes.
#
# The lattice gets larger, and it is good to minimize the lattice during importing.
#
# During reading the FST, we don't know how many nodes there are in total,
# so the extra nodes are stored separately, indexed by arc number,
# and links have flags describing which type of node are they connected to.
# add 'extra node' containing the word:
$nodes_extra{$arc} = { W=>$w, t=>$time_end };
# add 'original node'; do not overwrite
$nodes{$e} = { W=>"!NULL", t=>$time_end, n_out_arcs=>0 } unless defined $nodes{$e};
# add the link from 'original node' to 'extra node'
push @links, { S=>$s, E=>$arc, W=>$w, v=>0, a=>$as, l=>$gs, to_extra_node=>1 };
# add the link from 'extra node' to 'original node'
push @links, { S=>$arc, E=>$e, W=>$w, v=>0, a=>0, l=>0, from_extra_node=>1 };
# increase arc counter
$arc++;
}
} elsif (@A == 0) { # end of lattice reading, we'll add terminal super-state, and print it soon...
# find sinks
%sinks = ();
for $n (keys %nodes) {
$sinks{$n} = 1 if ($nodes{$n}{n_out_arcs} == 0);
}
# sanity check: lattices need at least one sink!
if (scalar keys %sinks == 0) {
print STDERR "Error: $utt does not have at least one sink node-- cyclic lattice??\n";
}
# add terminal super-state,
$last_node = max(keys(%nodes)) + 1;
$nodes{$last_node} = { W=>"!NULL", t=>$latest_time };
# connect all accepting states with terminal super-state,
for $accept (sort { $a <=> $b } keys %accepting_states) {
%a = %{$accepting_states{$accept}};
push @links, { S=>$accept, E=>$last_node, W=>$a{W}, v=>$a{v}, a=>$a{a}, l=>$a{l} };
}
# connect also all sinks that are not accepting states,
for $sink (sort { $a <=> $b } keys %sinks) {
unless(exists($accepting_states{$sink})) {
print STDERR "WARNING: detected sink node which is not accepting state in lattice $utt, incomplete lattice?\n";
$a = \$accepting_states{$accept};
push @links, { S=>$accept, E=>$last_node, W=>"!NULL", v=>0, a=>0, l=>0 };
}
}
# print out the lattice; open file handle first
unless ($outdir eq "") {
open(FH, "|-", "gzip -c > $outdir/$utt.lat.gz") or die "Could not write to $outdir/$utt.lat.gz\n";
binmode(FH, ":encoding(utf8)");
}
if (not $wordtonode) {
# print lattice with words on links:
# header
print FH "VERSION=1.1\n";
print FH "UTTERANCE=$utt\n";
print FH "N=".(keys %nodes)."\tL=".(@links)."\n";
# nodes
for $n (sort { $a <=> $b } keys %nodes) {
printf FH "I=%d\tt=%.2f\n", $n, $nodes{$n}{t}*$framerate;
}
# links/arks
for $i (0 .. $#links) {
%l = %{$links[$i]}; # get hash representing the link...
printf FH "J=$i\tS=%d\tE=%d\tW=%s\tv=%f\ta=%f\tl=%f\n", $l{S}, $l{E}, $l{W}, $l{v}, $l{a}, $l{l};
}
} else {
# print lattice with words in the nodes:
# header
print FH "VERSION=1.1\n";
print FH "UTTERANCE=$utt\n";
print FH "N=".(scalar(keys(%nodes))+scalar(keys(%nodes_extra)))."\tL=".(@links)."\n";
# number of original nodes, offset of extra_nodes
$node_id_offset = scalar keys %nodes;
# nodes
for $n (sort { $a <=> $b } keys %nodes) {
printf FH "I=%d\tW=%s\tt=%.2f\n", $n, $nodes{$n}{W}, $nodes{$n}{t}*$framerate;
}
# extra nodes
for $n (sort { $a <=> $b } keys %nodes_extra) {
printf FH "I=%d\tW=%s\tt=%.2f\n", $n+$node_id_offset, $nodes_extra{$n}{W}, $nodes_extra{$n}{t}*$framerate;
}
# links/arks
for $i (0 .. $#links) {
%l = %{$links[$i]}; # get hash representing the link...
if ($l{from_extra_node}) { $l{S} += $node_id_offset; }
if ($l{to_extra_node}) { $l{E} += $node_id_offset; }
printf FH "J=$i\tS=%d\tE=%d\tv=%f\ta=%f\tl=%f\n", $l{S}, $l{E}, $l{v}, $l{a}, $l{l};
}
}
print FH "\n";
# close handle if it was a file
close(FH) unless ($outdir eq "");
# clear data
$utt = "";
$arc = 0;
$latest_time = 0.0;
@links = ();
%nodes = ();
%nodes_extra = ();
%accepting_states = ();
} else {
die "Unexpected column number of input line\n$_";
}
}
if ($utt != "") {
print STDERR "Last lattice was not printed as it might be incomplete? Missing empty line?\n";
}