line |
stmt |
bran |
cond |
sub |
pod |
time |
code |
1
|
|
|
|
|
|
|
package Treex::Tool::Parser::MSTperl::ModelUnlabelled; |
2
|
|
|
|
|
|
|
{ |
3
|
|
|
|
|
|
|
$Treex::Tool::Parser::MSTperl::ModelUnlabelled::VERSION = '0.11949'; |
4
|
|
|
|
|
|
|
} |
5
|
|
|
|
|
|
|
|
6
|
1
|
|
|
1
|
|
2606
|
use Moose; |
|
0
|
|
|
|
|
|
|
|
0
|
|
|
|
|
|
|
7
|
|
|
|
|
|
|
|
8
|
|
|
|
|
|
|
extends 'Treex::Tool::Parser::MSTperl::ModelBase'; |
9
|
|
|
|
|
|
|
|
10
|
|
|
|
|
|
|
# TODO: features indexed? (i.e. weights would be an ArrayRef etc.) |
11
|
|
|
|
|
|
|
# It would help to push down the size of edge_features_cache |
12
|
|
|
|
|
|
|
# (no speedup or slowdown is expected). |
13
|
|
|
|
|
|
|
has 'weights' => ( |
14
|
|
|
|
|
|
|
is => 'rw', |
15
|
|
|
|
|
|
|
isa => 'HashRef', |
16
|
|
|
|
|
|
|
default => sub { {} }, |
17
|
|
|
|
|
|
|
); |
18
|
|
|
|
|
|
|
|
19
|
|
|
|
|
|
|
sub BUILD { |
20
|
|
|
|
|
|
|
my ($self) = @_; |
21
|
|
|
|
|
|
|
|
22
|
|
|
|
|
|
|
$self->featuresControl( $self->config->unlabelledFeaturesControl ); |
23
|
|
|
|
|
|
|
|
24
|
|
|
|
|
|
|
return; |
25
|
|
|
|
|
|
|
} |
26
|
|
|
|
|
|
|
|
27
|
|
|
|
|
|
|
# STORING AND LOADING |
28
|
|
|
|
|
|
|
|
29
|
|
|
|
|
|
|
sub get_data_to_store { |
30
|
|
|
|
|
|
|
my ($self) = @_; |
31
|
|
|
|
|
|
|
|
32
|
|
|
|
|
|
|
return $self->weights; |
33
|
|
|
|
|
|
|
} |
34
|
|
|
|
|
|
|
|
35
|
|
|
|
|
|
|
sub get_data_to_store_tsv { |
36
|
|
|
|
|
|
|
my ($self) = @_; |
37
|
|
|
|
|
|
|
|
38
|
|
|
|
|
|
|
my @result; |
39
|
|
|
|
|
|
|
foreach my $feature ( keys %{ $self->weights } ) { |
40
|
|
|
|
|
|
|
if ( $feature =~ /^([0-9]+):(.*)$/ ) { |
41
|
|
|
|
|
|
|
my $index = $1; |
42
|
|
|
|
|
|
|
my $value = $2; |
43
|
|
|
|
|
|
|
my $code = $self->featuresControl->feature_codes->[$index]; |
44
|
|
|
|
|
|
|
my $feature_str = "$code:$value"; |
45
|
|
|
|
|
|
|
push @result, $feature_str . "\t" . $self->weights->{$feature}; |
46
|
|
|
|
|
|
|
} else { |
47
|
|
|
|
|
|
|
print STDERR "Feature $feature is not in correct format!\n"; |
48
|
|
|
|
|
|
|
} |
49
|
|
|
|
|
|
|
} |
50
|
|
|
|
|
|
|
|
51
|
|
|
|
|
|
|
return [@result]; |
52
|
|
|
|
|
|
|
} |
53
|
|
|
|
|
|
|
|
54
|
|
|
|
|
|
|
sub load_data { |
55
|
|
|
|
|
|
|
|
56
|
|
|
|
|
|
|
my ( $self, $data ) = @_; |
57
|
|
|
|
|
|
|
|
58
|
|
|
|
|
|
|
$self->weights($data); |
59
|
|
|
|
|
|
|
|
60
|
|
|
|
|
|
|
if ( scalar( keys %{ $self->weights } ) ) { |
61
|
|
|
|
|
|
|
return 1; |
62
|
|
|
|
|
|
|
} else { |
63
|
|
|
|
|
|
|
return 0; |
64
|
|
|
|
|
|
|
} |
65
|
|
|
|
|
|
|
} |
66
|
|
|
|
|
|
|
|
67
|
|
|
|
|
|
|
sub load_data_tsv { |
68
|
|
|
|
|
|
|
|
69
|
|
|
|
|
|
|
my ( $self, $data ) = @_; |
70
|
|
|
|
|
|
|
|
71
|
|
|
|
|
|
|
my %weights; |
72
|
|
|
|
|
|
|
|
73
|
|
|
|
|
|
|
#precompute feature code to feature index translation table |
74
|
|
|
|
|
|
|
my %code2index; |
75
|
|
|
|
|
|
|
my $feature_num = $self->featuresControl->feature_count; |
76
|
|
|
|
|
|
|
for ( |
77
|
|
|
|
|
|
|
my $feature_index = 0; |
78
|
|
|
|
|
|
|
$feature_index < $feature_num; |
79
|
|
|
|
|
|
|
$feature_index++ |
80
|
|
|
|
|
|
|
) |
81
|
|
|
|
|
|
|
{ |
82
|
|
|
|
|
|
|
my $code = $self->featuresControl->feature_codes->[$feature_index]; |
83
|
|
|
|
|
|
|
$code2index{$code} = $feature_index; |
84
|
|
|
|
|
|
|
} |
85
|
|
|
|
|
|
|
|
86
|
|
|
|
|
|
|
foreach my $line (@$data) { |
87
|
|
|
|
|
|
|
my ( $feature, $weight ) = split /\t/, $line; |
88
|
|
|
|
|
|
|
if ( $feature =~ /^([^:]+):(.*)$/ ) { |
89
|
|
|
|
|
|
|
my $code = $1; |
90
|
|
|
|
|
|
|
my $value = $2; |
91
|
|
|
|
|
|
|
my $index = $code2index{$code}; |
92
|
|
|
|
|
|
|
my $feature_indexed = "$index:$value"; |
93
|
|
|
|
|
|
|
$weights{$feature_indexed} = $weight; |
94
|
|
|
|
|
|
|
} else { |
95
|
|
|
|
|
|
|
print STDERR "Feature $feature is not in correct format!\n"; |
96
|
|
|
|
|
|
|
} |
97
|
|
|
|
|
|
|
} |
98
|
|
|
|
|
|
|
|
99
|
|
|
|
|
|
|
$self->weights( \%weights ); |
100
|
|
|
|
|
|
|
|
101
|
|
|
|
|
|
|
if ( scalar( keys %{ $self->weights } ) ) { |
102
|
|
|
|
|
|
|
return 1; |
103
|
|
|
|
|
|
|
} else { |
104
|
|
|
|
|
|
|
return 0; |
105
|
|
|
|
|
|
|
} |
106
|
|
|
|
|
|
|
} |
107
|
|
|
|
|
|
|
|
108
|
|
|
|
|
|
|
# FEATURE WEIGHTS |
109
|
|
|
|
|
|
|
|
110
|
|
|
|
|
|
|
sub score_edge { |
111
|
|
|
|
|
|
|
|
112
|
|
|
|
|
|
|
# (Treex::Tool::Parser::MSTperl::Edge $edge) |
113
|
|
|
|
|
|
|
my ( $self, $edge ) = @_; |
114
|
|
|
|
|
|
|
|
115
|
|
|
|
|
|
|
my $features_rf = $self->featuresControl->get_all_features($edge); |
116
|
|
|
|
|
|
|
return $self->score_features($features_rf); |
117
|
|
|
|
|
|
|
} |
118
|
|
|
|
|
|
|
|
119
|
|
|
|
|
|
|
sub score_sentence { |
120
|
|
|
|
|
|
|
|
121
|
|
|
|
|
|
|
# (Treex::Tool::Parser::MSTperl::Sentence $sentence) |
122
|
|
|
|
|
|
|
my ( $self, $sentence ) = @_; |
123
|
|
|
|
|
|
|
|
124
|
|
|
|
|
|
|
my $score = $self->score_features( $sentence->features ); |
125
|
|
|
|
|
|
|
|
126
|
|
|
|
|
|
|
return $score; |
127
|
|
|
|
|
|
|
} |
128
|
|
|
|
|
|
|
|
129
|
|
|
|
|
|
|
sub score_features { |
130
|
|
|
|
|
|
|
|
131
|
|
|
|
|
|
|
# (ArrayRef[Str] $features) |
132
|
|
|
|
|
|
|
my ( $self, $features ) = @_; |
133
|
|
|
|
|
|
|
|
134
|
|
|
|
|
|
|
my $score = 0; |
135
|
|
|
|
|
|
|
foreach my $feature ( @{$features} ) { |
136
|
|
|
|
|
|
|
$score += $self->get_feature_weight($feature); |
137
|
|
|
|
|
|
|
} |
138
|
|
|
|
|
|
|
|
139
|
|
|
|
|
|
|
return $score; |
140
|
|
|
|
|
|
|
} |
141
|
|
|
|
|
|
|
|
142
|
|
|
|
|
|
|
sub get_feature_weight { |
143
|
|
|
|
|
|
|
|
144
|
|
|
|
|
|
|
# (Str $feature) |
145
|
|
|
|
|
|
|
my ( $self, $feature ) = @_; |
146
|
|
|
|
|
|
|
|
147
|
|
|
|
|
|
|
my $weight = $self->weights->{$feature}; |
148
|
|
|
|
|
|
|
if ($weight) { |
149
|
|
|
|
|
|
|
return $weight; |
150
|
|
|
|
|
|
|
} else { |
151
|
|
|
|
|
|
|
return 0; |
152
|
|
|
|
|
|
|
} |
153
|
|
|
|
|
|
|
} |
154
|
|
|
|
|
|
|
|
155
|
|
|
|
|
|
|
sub feature_is_unknown { |
156
|
|
|
|
|
|
|
|
157
|
|
|
|
|
|
|
# (Str $feature) |
158
|
|
|
|
|
|
|
my ( $self, $feature ) = @_; |
159
|
|
|
|
|
|
|
|
160
|
|
|
|
|
|
|
my $weight = $self->weights->{$feature}; |
161
|
|
|
|
|
|
|
if ($weight) { |
162
|
|
|
|
|
|
|
return 0; |
163
|
|
|
|
|
|
|
} else { |
164
|
|
|
|
|
|
|
return 1; |
165
|
|
|
|
|
|
|
} |
166
|
|
|
|
|
|
|
} |
167
|
|
|
|
|
|
|
|
168
|
|
|
|
|
|
|
sub set_feature_weight { |
169
|
|
|
|
|
|
|
|
170
|
|
|
|
|
|
|
# (Str $feature, Num $weight) |
171
|
|
|
|
|
|
|
my ( $self, $feature, $weight ) = @_; |
172
|
|
|
|
|
|
|
|
173
|
|
|
|
|
|
|
$self->weights->{$feature} = $weight; |
174
|
|
|
|
|
|
|
|
175
|
|
|
|
|
|
|
return; |
176
|
|
|
|
|
|
|
} |
177
|
|
|
|
|
|
|
|
178
|
|
|
|
|
|
|
sub update_feature_weight { |
179
|
|
|
|
|
|
|
|
180
|
|
|
|
|
|
|
# (Str $feature, Num $update) |
181
|
|
|
|
|
|
|
my ( $self, $feature, $update ) = @_; |
182
|
|
|
|
|
|
|
|
183
|
|
|
|
|
|
|
$self->weights->{$feature} += $update; |
184
|
|
|
|
|
|
|
|
185
|
|
|
|
|
|
|
return; |
186
|
|
|
|
|
|
|
} |
187
|
|
|
|
|
|
|
|
188
|
|
|
|
|
|
|
# returns number of features in the model |
189
|
|
|
|
|
|
|
sub get_feature_count { |
190
|
|
|
|
|
|
|
my ($self) = @_; |
191
|
|
|
|
|
|
|
|
192
|
|
|
|
|
|
|
return scalar( keys %{ $self->weights } ); |
193
|
|
|
|
|
|
|
} |
194
|
|
|
|
|
|
|
|
195
|
|
|
|
|
|
|
1; |
196
|
|
|
|
|
|
|
|
197
|
|
|
|
|
|
|
__END__ |
198
|
|
|
|
|
|
|
|
199
|
|
|
|
|
|
|
=pod |
200
|
|
|
|
|
|
|
|
201
|
|
|
|
|
|
|
=for Pod::Coverage BUILD |
202
|
|
|
|
|
|
|
|
203
|
|
|
|
|
|
|
=encoding utf-8 |
204
|
|
|
|
|
|
|
|
205
|
|
|
|
|
|
|
=head1 NAME |
206
|
|
|
|
|
|
|
|
207
|
|
|
|
|
|
|
Treex::Tool::Parser::MSTperl::ModelUnlabelled |
208
|
|
|
|
|
|
|
|
209
|
|
|
|
|
|
|
=head1 VERSION |
210
|
|
|
|
|
|
|
|
211
|
|
|
|
|
|
|
version 0.11949 |
212
|
|
|
|
|
|
|
|
213
|
|
|
|
|
|
|
=head1 DESCRIPTION |
214
|
|
|
|
|
|
|
|
215
|
|
|
|
|
|
|
This is an in-memory represenation of a parsing model, |
216
|
|
|
|
|
|
|
extended from L<Treex::Tool::Parser::MSTperl::ModelBase>. |
217
|
|
|
|
|
|
|
|
218
|
|
|
|
|
|
|
The model is represented by features and their weights. |
219
|
|
|
|
|
|
|
|
220
|
|
|
|
|
|
|
=head1 FIELDS |
221
|
|
|
|
|
|
|
|
222
|
|
|
|
|
|
|
=head2 Feature weights |
223
|
|
|
|
|
|
|
|
224
|
|
|
|
|
|
|
=over 4 |
225
|
|
|
|
|
|
|
|
226
|
|
|
|
|
|
|
=item weights |
227
|
|
|
|
|
|
|
|
228
|
|
|
|
|
|
|
A hash reference containing weights of all features. This is the actual model. |
229
|
|
|
|
|
|
|
|
230
|
|
|
|
|
|
|
=back |
231
|
|
|
|
|
|
|
|
232
|
|
|
|
|
|
|
=head1 METHODS |
233
|
|
|
|
|
|
|
|
234
|
|
|
|
|
|
|
=head2 Access to feature weights |
235
|
|
|
|
|
|
|
|
236
|
|
|
|
|
|
|
=over 4 |
237
|
|
|
|
|
|
|
|
238
|
|
|
|
|
|
|
=item my $edge_score = $model->score_edge($edge); |
239
|
|
|
|
|
|
|
|
240
|
|
|
|
|
|
|
Counts the score of an edge by summing up weights of all of its features. |
241
|
|
|
|
|
|
|
|
242
|
|
|
|
|
|
|
=item my $sentence_score = $model->score_sentence($sentence) |
243
|
|
|
|
|
|
|
|
244
|
|
|
|
|
|
|
Returns score of the sentence (by calling |
245
|
|
|
|
|
|
|
C<score_features> on the sentence features). |
246
|
|
|
|
|
|
|
|
247
|
|
|
|
|
|
|
=item my $score = $model->score_features(['0:být|VB', '1:pes|N1', ...]); |
248
|
|
|
|
|
|
|
|
249
|
|
|
|
|
|
|
Counts the score of an edge or sentence by summing up weights of all of its |
250
|
|
|
|
|
|
|
features, which are passed as an array reference. |
251
|
|
|
|
|
|
|
|
252
|
|
|
|
|
|
|
=item my $feature_weight = $model->get_feature_weight('1:pes|N1'); |
253
|
|
|
|
|
|
|
|
254
|
|
|
|
|
|
|
Returns the weight of a given feature, |
255
|
|
|
|
|
|
|
or C<0> if the feature is not contained in the model. |
256
|
|
|
|
|
|
|
|
257
|
|
|
|
|
|
|
=item $model->set_feature_weight('1:pes|N1', 0.0021); |
258
|
|
|
|
|
|
|
|
259
|
|
|
|
|
|
|
Sets a new weight for a given feature. |
260
|
|
|
|
|
|
|
|
261
|
|
|
|
|
|
|
=item $model->update_feature_weight('1:pes|N1', 0.0042); |
262
|
|
|
|
|
|
|
|
263
|
|
|
|
|
|
|
Adds the update value to current feature weight - eg. if the weight of the |
264
|
|
|
|
|
|
|
feature C<'1:pes|N1'> is currently C<0.0021>, it will be C<0.0063> after the |
265
|
|
|
|
|
|
|
call. |
266
|
|
|
|
|
|
|
The update can also be negative - then the weight of the feature decreases. |
267
|
|
|
|
|
|
|
|
268
|
|
|
|
|
|
|
=back |
269
|
|
|
|
|
|
|
|
270
|
|
|
|
|
|
|
=head1 AUTHORS |
271
|
|
|
|
|
|
|
|
272
|
|
|
|
|
|
|
Rudolf Rosa <rosa@ufal.mff.cuni.cz> |
273
|
|
|
|
|
|
|
|
274
|
|
|
|
|
|
|
=head1 COPYRIGHT AND LICENSE |
275
|
|
|
|
|
|
|
|
276
|
|
|
|
|
|
|
Copyright © 2011 by Institute of Formal and Applied Linguistics, Charles |
277
|
|
|
|
|
|
|
University in Prague |
278
|
|
|
|
|
|
|
|
279
|
|
|
|
|
|
|
This module is free software; you can redistribute it and/or modify it under |
280
|
|
|
|
|
|
|
the same terms as Perl itself. |