| line |
stmt |
bran |
cond |
sub |
pod |
time |
code |
|
1
|
|
|
|
|
|
|
package Hailo; |
|
2
|
|
|
|
|
|
|
BEGIN { |
|
3
|
14
|
|
|
14
|
|
343245
|
$Hailo::AUTHORITY = 'cpan:AVAR'; |
|
4
|
|
|
|
|
|
|
} |
|
5
|
|
|
|
|
|
|
{ |
|
6
|
|
|
|
|
|
|
$Hailo::VERSION = '0.72'; |
|
7
|
|
|
|
|
|
|
} |
|
8
|
|
|
|
|
|
|
|
|
9
|
14
|
|
|
14
|
|
325
|
use 5.010; |
|
|
14
|
|
|
|
|
49
|
|
|
|
14
|
|
|
|
|
530
|
|
|
10
|
14
|
|
|
14
|
|
17050
|
use autodie qw(open close); |
|
|
14
|
|
|
|
|
270781
|
|
|
|
14
|
|
|
|
|
94
|
|
|
11
|
14
|
|
|
14
|
|
18194
|
use Any::Moose; |
|
|
14
|
|
|
|
|
497629
|
|
|
|
14
|
|
|
|
|
112
|
|
|
12
|
14
|
|
|
14
|
|
9136
|
use Any::Moose 'X::StrictConstructor'; |
|
|
14
|
|
|
|
|
136
|
|
|
|
14
|
|
|
|
|
72
|
|
|
13
|
|
|
|
|
|
|
use File::Glob ':glob'; |
|
14
|
|
|
|
|
|
|
use Class::Load qw(try_load_class); |
|
15
|
|
|
|
|
|
|
use Scalar::Util qw(blessed); |
|
16
|
|
|
|
|
|
|
use List::Util qw(first); |
|
17
|
|
|
|
|
|
|
use namespace::clean -except => 'meta'; |
|
18
|
|
|
|
|
|
|
|
|
19
|
|
|
|
|
|
|
use constant PLUGINS => [ qw[ |
|
20
|
|
|
|
|
|
|
Hailo::Engine::Default |
|
21
|
|
|
|
|
|
|
Hailo::Engine::Scored |
|
22
|
|
|
|
|
|
|
Hailo::Storage::MySQL |
|
23
|
|
|
|
|
|
|
Hailo::Storage::PostgreSQL |
|
24
|
|
|
|
|
|
|
Hailo::Storage::SQLite |
|
25
|
|
|
|
|
|
|
Hailo::Tokenizer::Chars |
|
26
|
|
|
|
|
|
|
Hailo::Tokenizer::Words |
|
27
|
|
|
|
|
|
|
Hailo::UI::ReadLine |
|
28
|
|
|
|
|
|
|
] ]; |
|
29
|
|
|
|
|
|
|
|
|
30
|
|
|
|
|
|
|
has brain => ( |
|
31
|
|
|
|
|
|
|
isa => 'Str', |
|
32
|
|
|
|
|
|
|
is => 'rw', |
|
33
|
|
|
|
|
|
|
); |
|
34
|
|
|
|
|
|
|
|
|
35
|
|
|
|
|
|
|
has order => ( |
|
36
|
|
|
|
|
|
|
isa => 'Int', |
|
37
|
|
|
|
|
|
|
is => 'rw', |
|
38
|
|
|
|
|
|
|
default => 2, |
|
39
|
|
|
|
|
|
|
trigger => sub { |
|
40
|
|
|
|
|
|
|
my ($self, $order) = @_; |
|
41
|
|
|
|
|
|
|
$self->_custom_order(1); |
|
42
|
|
|
|
|
|
|
}, |
|
43
|
|
|
|
|
|
|
); |
|
44
|
|
|
|
|
|
|
|
|
45
|
|
|
|
|
|
|
has _custom_order => ( |
|
46
|
|
|
|
|
|
|
isa => 'Bool', |
|
47
|
|
|
|
|
|
|
is => 'rw', |
|
48
|
|
|
|
|
|
|
default => 0, |
|
49
|
|
|
|
|
|
|
init_arg => undef, |
|
50
|
|
|
|
|
|
|
documentation => "Here so we can differentiate between the default value of order being explictly set and being set by default", |
|
51
|
|
|
|
|
|
|
); |
|
52
|
|
|
|
|
|
|
|
|
53
|
|
|
|
|
|
|
has _custom_tokenizer_class => ( |
|
54
|
|
|
|
|
|
|
isa => 'Bool', |
|
55
|
|
|
|
|
|
|
is => 'rw', |
|
56
|
|
|
|
|
|
|
default => 0, |
|
57
|
|
|
|
|
|
|
init_arg => undef, |
|
58
|
|
|
|
|
|
|
documentation => "Here so we can differentiate between the default value of tokenizer_class being explictly set and being set by default", |
|
59
|
|
|
|
|
|
|
); |
|
60
|
|
|
|
|
|
|
|
|
61
|
|
|
|
|
|
|
has save_on_exit => ( |
|
62
|
|
|
|
|
|
|
isa => 'Bool', |
|
63
|
|
|
|
|
|
|
is => 'rw', |
|
64
|
|
|
|
|
|
|
default => 1, |
|
65
|
|
|
|
|
|
|
); |
|
66
|
|
|
|
|
|
|
|
|
67
|
|
|
|
|
|
|
has brain_resource => ( |
|
68
|
|
|
|
|
|
|
documentation => "Alias for `brain' for backwards compatibility", |
|
69
|
|
|
|
|
|
|
isa => 'Str', |
|
70
|
|
|
|
|
|
|
is => 'rw', |
|
71
|
|
|
|
|
|
|
trigger => sub { |
|
72
|
|
|
|
|
|
|
my ($self, $brain) = @_; |
|
73
|
|
|
|
|
|
|
$self->brain($brain); |
|
74
|
|
|
|
|
|
|
}, |
|
75
|
|
|
|
|
|
|
); |
|
76
|
|
|
|
|
|
|
|
|
77
|
|
|
|
|
|
|
sub BUILD { |
|
78
|
|
|
|
|
|
|
my ($self) = @_; |
|
79
|
|
|
|
|
|
|
my $brain = $self->brain; |
|
80
|
|
|
|
|
|
|
return if !defined $brain; |
|
81
|
|
|
|
|
|
|
$self->brain(bsd_glob($brain)); |
|
82
|
|
|
|
|
|
|
return; |
|
83
|
|
|
|
|
|
|
} |
|
84
|
|
|
|
|
|
|
|
|
85
|
|
|
|
|
|
|
my %has = ( |
|
86
|
|
|
|
|
|
|
engine => { |
|
87
|
|
|
|
|
|
|
name => 'Engine', |
|
88
|
|
|
|
|
|
|
default => 'Default', |
|
89
|
|
|
|
|
|
|
}, |
|
90
|
|
|
|
|
|
|
storage => { |
|
91
|
|
|
|
|
|
|
name => 'Storage', |
|
92
|
|
|
|
|
|
|
default => 'SQLite', |
|
93
|
|
|
|
|
|
|
}, |
|
94
|
|
|
|
|
|
|
tokenizer => { |
|
95
|
|
|
|
|
|
|
name => 'Tokenizer', |
|
96
|
|
|
|
|
|
|
default => 'Words', |
|
97
|
|
|
|
|
|
|
}, |
|
98
|
|
|
|
|
|
|
ui => { |
|
99
|
|
|
|
|
|
|
name => 'UI', |
|
100
|
|
|
|
|
|
|
default => 'ReadLine', |
|
101
|
|
|
|
|
|
|
}, |
|
102
|
|
|
|
|
|
|
); |
|
103
|
|
|
|
|
|
|
|
|
104
|
|
|
|
|
|
|
for my $k (keys %has) { |
|
105
|
|
|
|
|
|
|
my $name = $has{$k}->{name}; |
|
106
|
|
|
|
|
|
|
my $default = $has{$k}->{default}; |
|
107
|
|
|
|
|
|
|
my $method_class = "${k}_class"; |
|
108
|
|
|
|
|
|
|
my $method_args = "${k}_args"; |
|
109
|
|
|
|
|
|
|
|
|
110
|
|
|
|
|
|
|
# working classes |
|
111
|
|
|
|
|
|
|
has "${k}_class" => ( |
|
112
|
|
|
|
|
|
|
isa => 'Str', |
|
113
|
|
|
|
|
|
|
is => "rw", |
|
114
|
|
|
|
|
|
|
default => $default, |
|
115
|
|
|
|
|
|
|
($k eq 'tokenizer' |
|
116
|
|
|
|
|
|
|
? (trigger => sub { |
|
117
|
|
|
|
|
|
|
my ($self, $class) = @_; |
|
118
|
|
|
|
|
|
|
$self->_custom_tokenizer_class(1); |
|
119
|
|
|
|
|
|
|
}) |
|
120
|
|
|
|
|
|
|
: ()) |
|
121
|
|
|
|
|
|
|
); |
|
122
|
|
|
|
|
|
|
|
|
123
|
|
|
|
|
|
|
# Object arguments |
|
124
|
|
|
|
|
|
|
has "${k}_args" => ( |
|
125
|
|
|
|
|
|
|
documentation => "Arguments for the $name class", |
|
126
|
|
|
|
|
|
|
isa => 'HashRef', |
|
127
|
|
|
|
|
|
|
is => "ro", |
|
128
|
|
|
|
|
|
|
default => sub { +{} }, |
|
129
|
|
|
|
|
|
|
); |
|
130
|
|
|
|
|
|
|
|
|
131
|
|
|
|
|
|
|
# Working objects |
|
132
|
|
|
|
|
|
|
has "_${k}" => ( |
|
133
|
|
|
|
|
|
|
does => "Hailo::Role::$name", |
|
134
|
|
|
|
|
|
|
lazy_build => 1, |
|
135
|
|
|
|
|
|
|
is => 'ro', |
|
136
|
|
|
|
|
|
|
init_arg => undef, |
|
137
|
|
|
|
|
|
|
); |
|
138
|
|
|
|
|
|
|
|
|
139
|
|
|
|
|
|
|
# Generate the object itself |
|
140
|
|
|
|
|
|
|
no strict 'refs'; |
|
141
|
|
|
|
|
|
|
*{"_build__${k}"} = sub { |
|
142
|
|
|
|
|
|
|
my ($self) = @_; |
|
143
|
|
|
|
|
|
|
|
|
144
|
|
|
|
|
|
|
my $obj = $self->_new_class( |
|
145
|
|
|
|
|
|
|
$name, |
|
146
|
|
|
|
|
|
|
$self->$method_class, |
|
147
|
|
|
|
|
|
|
{ |
|
148
|
|
|
|
|
|
|
arguments => $self->$method_args, |
|
149
|
|
|
|
|
|
|
($k =~ /^(?:engine|storage)$/s |
|
150
|
|
|
|
|
|
|
? (order => $self->order) |
|
151
|
|
|
|
|
|
|
: ()), |
|
152
|
|
|
|
|
|
|
($k eq 'engine' |
|
153
|
|
|
|
|
|
|
? (storage => $self->_storage) |
|
154
|
|
|
|
|
|
|
: ()), |
|
155
|
|
|
|
|
|
|
(($k eq 'storage' and defined $self->brain) |
|
156
|
|
|
|
|
|
|
? ( |
|
157
|
|
|
|
|
|
|
hailo => do { |
|
158
|
|
|
|
|
|
|
require Scalar::Util; |
|
159
|
|
|
|
|
|
|
Scalar::Util::weaken(my $s = $self); |
|
160
|
|
|
|
|
|
|
|
|
161
|
|
|
|
|
|
|
my %callback = ( |
|
162
|
|
|
|
|
|
|
has_custom_order => sub { $s->_custom_order }, |
|
163
|
|
|
|
|
|
|
has_custom_tokenizer_class => sub { $s->_custom_tokenizer_class }, |
|
164
|
|
|
|
|
|
|
set_order => sub { |
|
165
|
|
|
|
|
|
|
my ($db_order) = @_; |
|
166
|
|
|
|
|
|
|
$s->order($db_order); |
|
167
|
|
|
|
|
|
|
$s->_engine->order($db_order); |
|
168
|
|
|
|
|
|
|
}, |
|
169
|
|
|
|
|
|
|
set_tokenizer_class => sub { |
|
170
|
|
|
|
|
|
|
my ($db_tokenizer_class) = @_; |
|
171
|
|
|
|
|
|
|
$s->tokenizer_class($db_tokenizer_class); |
|
172
|
|
|
|
|
|
|
}, |
|
173
|
|
|
|
|
|
|
); |
|
174
|
|
|
|
|
|
|
|
|
175
|
|
|
|
|
|
|
\%callback; |
|
176
|
|
|
|
|
|
|
}, |
|
177
|
|
|
|
|
|
|
brain => $self->brain |
|
178
|
|
|
|
|
|
|
) |
|
179
|
|
|
|
|
|
|
: ()), |
|
180
|
|
|
|
|
|
|
($k eq 'storage' |
|
181
|
|
|
|
|
|
|
? (tokenizer_class => $self->tokenizer_class) |
|
182
|
|
|
|
|
|
|
: ()) |
|
183
|
|
|
|
|
|
|
}, |
|
184
|
|
|
|
|
|
|
); |
|
185
|
|
|
|
|
|
|
|
|
186
|
|
|
|
|
|
|
return $obj; |
|
187
|
|
|
|
|
|
|
}; |
|
188
|
|
|
|
|
|
|
} |
|
189
|
|
|
|
|
|
|
|
|
190
|
|
|
|
|
|
|
sub _new_class { |
|
191
|
|
|
|
|
|
|
my ($self, $type, $class, $args) = @_; |
|
192
|
|
|
|
|
|
|
|
|
193
|
|
|
|
|
|
|
my $pkg; |
|
194
|
|
|
|
|
|
|
if ($class =~ m[^\+(?.+)$]) { |
|
195
|
|
|
|
|
|
|
$pkg = $+{custom_plugin}; |
|
196
|
|
|
|
|
|
|
} else { |
|
197
|
|
|
|
|
|
|
my @plugins = @{ $self->PLUGINS }; |
|
198
|
|
|
|
|
|
|
# Be fuzzy about includes, e.g. DBD::SQLite or SQLite or sqlite will go |
|
199
|
|
|
|
|
|
|
$pkg = first { / $type : .* : $class /ix } |
|
200
|
|
|
|
|
|
|
sort { length $a <=> length $b } |
|
201
|
|
|
|
|
|
|
@plugins; |
|
202
|
|
|
|
|
|
|
|
|
203
|
|
|
|
|
|
|
unless ($pkg) { |
|
204
|
|
|
|
|
|
|
local $" = ', '; |
|
205
|
|
|
|
|
|
|
my @p = grep { /$type/ } @plugins; |
|
206
|
|
|
|
|
|
|
die "Couldn't find a class name matching '$class' in plugins '@p'"; |
|
207
|
|
|
|
|
|
|
} |
|
208
|
|
|
|
|
|
|
} |
|
209
|
|
|
|
|
|
|
|
|
210
|
|
|
|
|
|
|
my ($success, $error) = try_load_class($pkg); |
|
211
|
|
|
|
|
|
|
die $error if !$success; |
|
212
|
|
|
|
|
|
|
|
|
213
|
|
|
|
|
|
|
return $pkg->new(%$args); |
|
214
|
|
|
|
|
|
|
} |
|
215
|
|
|
|
|
|
|
|
|
216
|
|
|
|
|
|
|
sub save { |
|
217
|
|
|
|
|
|
|
my ($self, @args) = @_; |
|
218
|
|
|
|
|
|
|
$self->_storage->save(@args); |
|
219
|
|
|
|
|
|
|
return; |
|
220
|
|
|
|
|
|
|
} |
|
221
|
|
|
|
|
|
|
|
|
222
|
|
|
|
|
|
|
sub train { |
|
223
|
|
|
|
|
|
|
my ($self, $input, $fast) = @_; |
|
224
|
|
|
|
|
|
|
|
|
225
|
|
|
|
|
|
|
$self->_storage->start_training(); |
|
226
|
|
|
|
|
|
|
|
|
227
|
|
|
|
|
|
|
if (not ref $input and defined $input and $input eq '-') { |
|
228
|
|
|
|
|
|
|
# With STDIN |
|
229
|
|
|
|
|
|
|
die "You must provide STDIN when training from '-'" if $self->_is_interactive(*STDIN); |
|
230
|
|
|
|
|
|
|
$self->_train_fh(*STDIN, $fast); |
|
231
|
|
|
|
|
|
|
} elsif (ref $input eq 'GLOB') { |
|
232
|
|
|
|
|
|
|
# With a filehandle |
|
233
|
|
|
|
|
|
|
$self->_train_fh($input, $fast); |
|
234
|
|
|
|
|
|
|
} elsif (not ref $input) { |
|
235
|
|
|
|
|
|
|
# With a file |
|
236
|
|
|
|
|
|
|
open my $fh, '<:encoding(utf8)', $input; |
|
237
|
|
|
|
|
|
|
$self->_train_fh($fh, $fast, $input); |
|
238
|
|
|
|
|
|
|
} elsif (ref $input eq 'ARRAY') { |
|
239
|
|
|
|
|
|
|
# With an Array |
|
240
|
|
|
|
|
|
|
for my $line (@$input) { |
|
241
|
|
|
|
|
|
|
$self->_learn_one($line, $fast); |
|
242
|
|
|
|
|
|
|
$self->_engine->flush_cache if !$fast; |
|
243
|
|
|
|
|
|
|
} |
|
244
|
|
|
|
|
|
|
$self->_engine->flush_cache if $fast; |
|
245
|
|
|
|
|
|
|
} else { |
|
246
|
|
|
|
|
|
|
# With something naughty |
|
247
|
|
|
|
|
|
|
die "Unknown input: $input"; |
|
248
|
|
|
|
|
|
|
} |
|
249
|
|
|
|
|
|
|
|
|
250
|
|
|
|
|
|
|
$self->_storage->stop_training(); |
|
251
|
|
|
|
|
|
|
|
|
252
|
|
|
|
|
|
|
return; |
|
253
|
|
|
|
|
|
|
} |
|
254
|
|
|
|
|
|
|
|
|
255
|
|
|
|
|
|
|
sub _train_fh { |
|
256
|
|
|
|
|
|
|
my ($self, $fh, $fast) = @_; |
|
257
|
|
|
|
|
|
|
|
|
258
|
|
|
|
|
|
|
while (my $line = <$fh>) { |
|
259
|
|
|
|
|
|
|
chomp $line; |
|
260
|
|
|
|
|
|
|
$self->_learn_one($line, $fast); |
|
261
|
|
|
|
|
|
|
$self->_engine->flush_cache if !$fast; |
|
262
|
|
|
|
|
|
|
} |
|
263
|
|
|
|
|
|
|
$self->_engine->flush_cache if $fast; |
|
264
|
|
|
|
|
|
|
|
|
265
|
|
|
|
|
|
|
return; |
|
266
|
|
|
|
|
|
|
} |
|
267
|
|
|
|
|
|
|
|
|
268
|
|
|
|
|
|
|
sub learn { |
|
269
|
|
|
|
|
|
|
my ($self, $input) = @_; |
|
270
|
|
|
|
|
|
|
my $inputs; |
|
271
|
|
|
|
|
|
|
|
|
272
|
|
|
|
|
|
|
if (not defined $input) { |
|
273
|
|
|
|
|
|
|
die "Cannot learn from undef input"; |
|
274
|
|
|
|
|
|
|
} elsif (not ref $input) { |
|
275
|
|
|
|
|
|
|
$inputs = [$input]; |
|
276
|
|
|
|
|
|
|
} elsif (ref $input eq 'ARRAY') { |
|
277
|
|
|
|
|
|
|
$inputs = $input; # With an Array |
|
278
|
|
|
|
|
|
|
} else { |
|
279
|
|
|
|
|
|
|
die "Unknown input: $input"; |
|
280
|
|
|
|
|
|
|
} |
|
281
|
|
|
|
|
|
|
|
|
282
|
|
|
|
|
|
|
my $storage = $self->_storage; |
|
283
|
|
|
|
|
|
|
|
|
284
|
|
|
|
|
|
|
$storage->start_learning(); |
|
285
|
|
|
|
|
|
|
$self->_learn_one($_) for @$inputs; |
|
286
|
|
|
|
|
|
|
$storage->stop_learning(); |
|
287
|
|
|
|
|
|
|
return; |
|
288
|
|
|
|
|
|
|
} |
|
289
|
|
|
|
|
|
|
|
|
290
|
|
|
|
|
|
|
sub _learn_one { |
|
291
|
|
|
|
|
|
|
my ($self, $input, $fast) = @_; |
|
292
|
|
|
|
|
|
|
my $engine = $self->_engine; |
|
293
|
|
|
|
|
|
|
|
|
294
|
|
|
|
|
|
|
my $tokens = $self->_tokenizer->make_tokens($input); |
|
295
|
|
|
|
|
|
|
$fast ? $engine->learn_cached($tokens) : $engine->learn($tokens); |
|
296
|
|
|
|
|
|
|
|
|
297
|
|
|
|
|
|
|
return; |
|
298
|
|
|
|
|
|
|
} |
|
299
|
|
|
|
|
|
|
|
|
300
|
|
|
|
|
|
|
sub learn_reply { |
|
301
|
|
|
|
|
|
|
my ($self, $input) = @_; |
|
302
|
|
|
|
|
|
|
$self->learn($input); |
|
303
|
|
|
|
|
|
|
return $self->reply($input); |
|
304
|
|
|
|
|
|
|
} |
|
305
|
|
|
|
|
|
|
|
|
306
|
|
|
|
|
|
|
sub reply { |
|
307
|
|
|
|
|
|
|
my ($self, $input) = @_; |
|
308
|
|
|
|
|
|
|
|
|
309
|
|
|
|
|
|
|
my $storage = $self->_storage; |
|
310
|
|
|
|
|
|
|
# start_training() hasn't been called so we can't guarentee that |
|
311
|
|
|
|
|
|
|
# the storage has been engaged at this point. This must be called |
|
312
|
|
|
|
|
|
|
# before ->_engine() is called anywhere to ensure that the |
|
313
|
|
|
|
|
|
|
# lazy-loading in the engine works. |
|
314
|
|
|
|
|
|
|
$storage->_engage() unless $storage->_engaged; |
|
315
|
|
|
|
|
|
|
|
|
316
|
|
|
|
|
|
|
my $engine = $self->_engine; |
|
317
|
|
|
|
|
|
|
my $tokenizer = $self->_tokenizer; |
|
318
|
|
|
|
|
|
|
|
|
319
|
|
|
|
|
|
|
my $reply; |
|
320
|
|
|
|
|
|
|
if (defined $input) { |
|
321
|
|
|
|
|
|
|
my $tokens = $tokenizer->make_tokens($input); |
|
322
|
|
|
|
|
|
|
$reply = $engine->reply($tokens); |
|
323
|
|
|
|
|
|
|
} |
|
324
|
|
|
|
|
|
|
else { |
|
325
|
|
|
|
|
|
|
$reply = $engine->reply(); |
|
326
|
|
|
|
|
|
|
} |
|
327
|
|
|
|
|
|
|
|
|
328
|
|
|
|
|
|
|
return unless defined $reply; |
|
329
|
|
|
|
|
|
|
return $tokenizer->make_output($reply); |
|
330
|
|
|
|
|
|
|
} |
|
331
|
|
|
|
|
|
|
|
|
332
|
|
|
|
|
|
|
sub stats { |
|
333
|
|
|
|
|
|
|
my ($self) = @_; |
|
334
|
|
|
|
|
|
|
|
|
335
|
|
|
|
|
|
|
return $self->_storage->totals(); |
|
336
|
|
|
|
|
|
|
} |
|
337
|
|
|
|
|
|
|
|
|
338
|
|
|
|
|
|
|
sub DEMOLISH { |
|
339
|
|
|
|
|
|
|
my ($self) = @_; |
|
340
|
|
|
|
|
|
|
$self->save() if blessed $self->{_storage} and $self->save_on_exit; |
|
341
|
|
|
|
|
|
|
return; |
|
342
|
|
|
|
|
|
|
} |
|
343
|
|
|
|
|
|
|
|
|
344
|
|
|
|
|
|
|
sub _is_interactive { |
|
345
|
|
|
|
|
|
|
require IO::Interactive; |
|
346
|
|
|
|
|
|
|
return IO::Interactive::is_interactive(); |
|
347
|
|
|
|
|
|
|
} |
|
348
|
|
|
|
|
|
|
|
|
349
|
|
|
|
|
|
|
__PACKAGE__->meta->make_immutable; |
|
350
|
|
|
|
|
|
|
|
|
351
|
|
|
|
|
|
|
=encoding utf8 |
|
352
|
|
|
|
|
|
|
|
|
353
|
|
|
|
|
|
|
=head1 NAME |
|
354
|
|
|
|
|
|
|
|
|
355
|
|
|
|
|
|
|
Hailo - A pluggable Markov engine analogous to MegaHAL |
|
356
|
|
|
|
|
|
|
|
|
357
|
|
|
|
|
|
|
=head1 SYNOPSIS |
|
358
|
|
|
|
|
|
|
|
|
359
|
|
|
|
|
|
|
This is the synopsis for using Hailo as a module. See L for |
|
360
|
|
|
|
|
|
|
command-line invocation. |
|
361
|
|
|
|
|
|
|
|
|
362
|
|
|
|
|
|
|
# Hailo requires Perl 5.10 |
|
363
|
|
|
|
|
|
|
use 5.010; |
|
364
|
|
|
|
|
|
|
use Any::Moose; |
|
365
|
|
|
|
|
|
|
use Hailo; |
|
366
|
|
|
|
|
|
|
|
|
367
|
|
|
|
|
|
|
# Construct a new in-memory Hailo using the SQLite backend. See |
|
368
|
|
|
|
|
|
|
# backend documentation for other options. |
|
369
|
|
|
|
|
|
|
my $hailo = Hailo->new; |
|
370
|
|
|
|
|
|
|
|
|
371
|
|
|
|
|
|
|
# Various ways to learn |
|
372
|
|
|
|
|
|
|
my @train_this = ("I like big butts", "and I can not lie"); |
|
373
|
|
|
|
|
|
|
$hailo->learn(\@train_this); |
|
374
|
|
|
|
|
|
|
$hailo->learn($_) for @train_this; |
|
375
|
|
|
|
|
|
|
|
|
376
|
|
|
|
|
|
|
# Heavy-duty training interface. Backends may drop some safety |
|
377
|
|
|
|
|
|
|
# features like journals or synchronous IO to train faster using |
|
378
|
|
|
|
|
|
|
# this mode. |
|
379
|
|
|
|
|
|
|
$hailo->train("megahal.trn"); |
|
380
|
|
|
|
|
|
|
$hailo->train($filehandle); |
|
381
|
|
|
|
|
|
|
|
|
382
|
|
|
|
|
|
|
# Make the brain babble |
|
383
|
|
|
|
|
|
|
say $hailo->reply("hello good sir."); |
|
384
|
|
|
|
|
|
|
# Just say something at random |
|
385
|
|
|
|
|
|
|
say $hailo->reply(); |
|
386
|
|
|
|
|
|
|
|
|
387
|
|
|
|
|
|
|
=head1 DESCRIPTION |
|
388
|
|
|
|
|
|
|
|
|
389
|
|
|
|
|
|
|
Hailo is a fast and lightweight markov engine intended to replace |
|
390
|
|
|
|
|
|
|
L. It has a L (or |
|
391
|
|
|
|
|
|
|
L) based core with pluggable |
|
392
|
|
|
|
|
|
|
L, L |
|
393
|
|
|
|
|
|
|
and L backends. |
|
394
|
|
|
|
|
|
|
|
|
395
|
|
|
|
|
|
|
It is similar to MegaHAL in functionality, the main differences (with the |
|
396
|
|
|
|
|
|
|
default backends) being better scalability, drastically less memory usage, |
|
397
|
|
|
|
|
|
|
an improved tokenizer, and tidier output. |
|
398
|
|
|
|
|
|
|
|
|
399
|
|
|
|
|
|
|
With this distribution, you can create, modify, and query Hailo brains. To |
|
400
|
|
|
|
|
|
|
use Hailo in event-driven POE applications, you can use the |
|
401
|
|
|
|
|
|
|
L wrapper. One example is |
|
402
|
|
|
|
|
|
|
L, |
|
403
|
|
|
|
|
|
|
which implements an IRC chat bot. |
|
404
|
|
|
|
|
|
|
|
|
405
|
|
|
|
|
|
|
=head2 Etymology |
|
406
|
|
|
|
|
|
|
|
|
407
|
|
|
|
|
|
|
I is a portmanteau of I (as in MegaHAL) and |
|
408
|
|
|
|
|
|
|
L. |
|
409
|
|
|
|
|
|
|
|
|
410
|
|
|
|
|
|
|
=head1 Backends |
|
411
|
|
|
|
|
|
|
|
|
412
|
|
|
|
|
|
|
Hailo supports pluggable L and |
|
413
|
|
|
|
|
|
|
L backends, it also supports a |
|
414
|
|
|
|
|
|
|
pluggable L backend which is used by the L |
|
415
|
|
|
|
|
|
|
command-line utility. |
|
416
|
|
|
|
|
|
|
|
|
417
|
|
|
|
|
|
|
=head2 Storage |
|
418
|
|
|
|
|
|
|
|
|
419
|
|
|
|
|
|
|
Hailo can currently store its data in either a |
|
420
|
|
|
|
|
|
|
L, |
|
421
|
|
|
|
|
|
|
L or |
|
422
|
|
|
|
|
|
|
L database. Some NoSQL backends were |
|
423
|
|
|
|
|
|
|
supported in earlier versions, but they were removed as they had no |
|
424
|
|
|
|
|
|
|
redeeming quality. |
|
425
|
|
|
|
|
|
|
|
|
426
|
|
|
|
|
|
|
SQLite is the primary target for Hailo. It's much faster and uses less |
|
427
|
|
|
|
|
|
|
resources than the other two. It's highly recommended that you use it. |
|
428
|
|
|
|
|
|
|
|
|
429
|
|
|
|
|
|
|
See L for benchmarks showing |
|
430
|
|
|
|
|
|
|
how the various backends compare under different workloads, and how |
|
431
|
|
|
|
|
|
|
you can create your own. |
|
432
|
|
|
|
|
|
|
|
|
433
|
|
|
|
|
|
|
=head2 Tokenizer |
|
434
|
|
|
|
|
|
|
|
|
435
|
|
|
|
|
|
|
By default Hailo will use L
|
|
436
|
|
|
|
|
|
|
tokenizer|Hailo::Tokenizer::Words> to split up input by whitespace, |
|
437
|
|
|
|
|
|
|
taking into account things like quotes, sentence terminators and more. |
|
438
|
|
|
|
|
|
|
|
|
439
|
|
|
|
|
|
|
There's also a L
|
|
440
|
|
|
|
|
|
|
tokenizer|Hailo::Tokenizer::Chars>. It's not generally useful for a |
|
441
|
|
|
|
|
|
|
conversation bot but can be used to e.g. generate new words given a |
|
442
|
|
|
|
|
|
|
list of existing words. |
|
443
|
|
|
|
|
|
|
|
|
444
|
|
|
|
|
|
|
=head1 UPGRADING |
|
445
|
|
|
|
|
|
|
|
|
446
|
|
|
|
|
|
|
Hailo makes no promises about brains generated with earlier versions |
|
447
|
|
|
|
|
|
|
being compatable with future version and due to the way Hailo works |
|
448
|
|
|
|
|
|
|
there's no practical way to make that promise. Learning in Hailo is |
|
449
|
|
|
|
|
|
|
lossy so an accurate conversion is impossible. |
|
450
|
|
|
|
|
|
|
|
|
451
|
|
|
|
|
|
|
If you're maintaining a Hailo brain that you want to keep using you |
|
452
|
|
|
|
|
|
|
should save the input you trained it on and re-train when you upgrade. |
|
453
|
|
|
|
|
|
|
|
|
454
|
|
|
|
|
|
|
Hailo is always going to lose information present in the input you |
|
455
|
|
|
|
|
|
|
give it. How input tokens get split up and saved to the storage |
|
456
|
|
|
|
|
|
|
backend depends on the version of the tokenizer being used and how |
|
457
|
|
|
|
|
|
|
that input gets saved to the database. |
|
458
|
|
|
|
|
|
|
|
|
459
|
|
|
|
|
|
|
For instance if an earlier version of Hailo tokenized C<"foo+bar"> |
|
460
|
|
|
|
|
|
|
simply as C<"foo+bar"> but a later version split that up into |
|
461
|
|
|
|
|
|
|
C<"foo", "+", "bar">, then an input of C<"foo+bar are my favorite |
|
462
|
|
|
|
|
|
|
metasyntactic variables"> wouldn't take into account the existing |
|
463
|
|
|
|
|
|
|
C<"foo+bar"> string in the database. |
|
464
|
|
|
|
|
|
|
|
|
465
|
|
|
|
|
|
|
Tokenizer changes like this would cause the brains to accumulate |
|
466
|
|
|
|
|
|
|
garbage and would leave other parts in a state they wouldn't otherwise |
|
467
|
|
|
|
|
|
|
have gotten into. |
|
468
|
|
|
|
|
|
|
|
|
469
|
|
|
|
|
|
|
There have been more drastic changes to the database format itself in |
|
470
|
|
|
|
|
|
|
the past. |
|
471
|
|
|
|
|
|
|
|
|
472
|
|
|
|
|
|
|
Having said all that the database format and the tokenizer are |
|
473
|
|
|
|
|
|
|
relatively stable. At the time of writing 0.33 is the latest release |
|
474
|
|
|
|
|
|
|
and it's compatable with brains down to at least 0.17. If you're |
|
475
|
|
|
|
|
|
|
upgrading and there isn't a big notice about the storage format being |
|
476
|
|
|
|
|
|
|
incompatable in the F file your old brains will probably work |
|
477
|
|
|
|
|
|
|
just fine. |
|
478
|
|
|
|
|
|
|
|
|
479
|
|
|
|
|
|
|
=head1 ATTRIBUTES |
|
480
|
|
|
|
|
|
|
|
|
481
|
|
|
|
|
|
|
=head2 C |
|
482
|
|
|
|
|
|
|
|
|
483
|
|
|
|
|
|
|
The name of the brain (file name, database name) to use as storage. |
|
484
|
|
|
|
|
|
|
There is no default. Whether this gets used at all depends on the |
|
485
|
|
|
|
|
|
|
storage backend, currently only SQLite uses it. |
|
486
|
|
|
|
|
|
|
|
|
487
|
|
|
|
|
|
|
=head2 C |
|
488
|
|
|
|
|
|
|
|
|
489
|
|
|
|
|
|
|
A boolean value indicating whether Hailo should save its state before |
|
490
|
|
|
|
|
|
|
its object gets destroyed. This defaults to true and will simply call |
|
491
|
|
|
|
|
|
|
L at C time. |
|
492
|
|
|
|
|
|
|
|
|
493
|
|
|
|
|
|
|
See L for how the SQLite backend |
|
494
|
|
|
|
|
|
|
uses this option. |
|
495
|
|
|
|
|
|
|
|
|
496
|
|
|
|
|
|
|
=head2 C |
|
497
|
|
|
|
|
|
|
|
|
498
|
|
|
|
|
|
|
The Markov order (chain length) you want to use for an empty brain. |
|
499
|
|
|
|
|
|
|
The default is 2. |
|
500
|
|
|
|
|
|
|
|
|
501
|
|
|
|
|
|
|
=head2 C |
|
502
|
|
|
|
|
|
|
|
|
503
|
|
|
|
|
|
|
=head2 C |
|
504
|
|
|
|
|
|
|
|
|
505
|
|
|
|
|
|
|
=head2 C |
|
506
|
|
|
|
|
|
|
|
|
507
|
|
|
|
|
|
|
=head2 C |
|
508
|
|
|
|
|
|
|
|
|
509
|
|
|
|
|
|
|
A a short name name of the class we use for the engine, storage, |
|
510
|
|
|
|
|
|
|
tokenizer or ui backends. |
|
511
|
|
|
|
|
|
|
|
|
512
|
|
|
|
|
|
|
By default this is B for the engine, B for storage, |
|
513
|
|
|
|
|
|
|
B for the tokenizer and B for the UI. The UI backend |
|
514
|
|
|
|
|
|
|
is only used by the L command-line interface. |
|
515
|
|
|
|
|
|
|
|
|
516
|
|
|
|
|
|
|
You can only specify the short name of one of the packages Hailo |
|
517
|
|
|
|
|
|
|
itself ships with. If you need another class then just prefix the |
|
518
|
|
|
|
|
|
|
package with a plus (Catalyst style), e.g. C<+My::Foreign::Tokenizer>. |
|
519
|
|
|
|
|
|
|
|
|
520
|
|
|
|
|
|
|
=head2 C |
|
521
|
|
|
|
|
|
|
|
|
522
|
|
|
|
|
|
|
=head2 C |
|
523
|
|
|
|
|
|
|
|
|
524
|
|
|
|
|
|
|
=head2 C |
|
525
|
|
|
|
|
|
|
|
|
526
|
|
|
|
|
|
|
=head2 C |
|
527
|
|
|
|
|
|
|
|
|
528
|
|
|
|
|
|
|
A C of arguments for engine/storage/tokenizer/ui |
|
529
|
|
|
|
|
|
|
backends. See the documentation for the backends for what sort of |
|
530
|
|
|
|
|
|
|
arguments they accept. |
|
531
|
|
|
|
|
|
|
|
|
532
|
|
|
|
|
|
|
=head1 METHODS |
|
533
|
|
|
|
|
|
|
|
|
534
|
|
|
|
|
|
|
=head2 C |
|
535
|
|
|
|
|
|
|
|
|
536
|
|
|
|
|
|
|
This is the constructor. It accepts the attributes specified in |
|
537
|
|
|
|
|
|
|
L. |
|
538
|
|
|
|
|
|
|
|
|
539
|
|
|
|
|
|
|
=head2 C |
|
540
|
|
|
|
|
|
|
|
|
541
|
|
|
|
|
|
|
Takes a string or an array reference of strings and learns from them. |
|
542
|
|
|
|
|
|
|
|
|
543
|
|
|
|
|
|
|
=head2 C |
|
544
|
|
|
|
|
|
|
|
|
545
|
|
|
|
|
|
|
Takes a filename, filehandle or array reference and learns from all its |
|
546
|
|
|
|
|
|
|
lines. If a filename is passed, the file is assumed to be UTF-8 encoded. |
|
547
|
|
|
|
|
|
|
Unlike L|/learn>, this method sacrifices some safety (disables |
|
548
|
|
|
|
|
|
|
the database journal, fsyncs, etc) for speed while learning. |
|
549
|
|
|
|
|
|
|
|
|
550
|
|
|
|
|
|
|
You can prove a second parameter which, if true, will use aggressive |
|
551
|
|
|
|
|
|
|
caching while training, which will speed things up considerably for large |
|
552
|
|
|
|
|
|
|
inputs, but will take up quite a bit of memory. |
|
553
|
|
|
|
|
|
|
|
|
554
|
|
|
|
|
|
|
=head2 C |
|
555
|
|
|
|
|
|
|
|
|
556
|
|
|
|
|
|
|
Takes an optional line of text and generates a reply that might be relevant. |
|
557
|
|
|
|
|
|
|
|
|
558
|
|
|
|
|
|
|
=head2 C |
|
559
|
|
|
|
|
|
|
|
|
560
|
|
|
|
|
|
|
Takes a string argument, learns from it, and generates a reply that |
|
561
|
|
|
|
|
|
|
might be relevant. This is equivalent to calling L |
|
562
|
|
|
|
|
|
|
followed by L. |
|
563
|
|
|
|
|
|
|
|
|
564
|
|
|
|
|
|
|
=head2 C |
|
565
|
|
|
|
|
|
|
|
|
566
|
|
|
|
|
|
|
Tells the underlying storage backend to L
|
|
567
|
|
|
|
|
|
|
state|Hailo::Role::Storage/"save">, any arguments to this method will |
|
568
|
|
|
|
|
|
|
be passed as-is to the backend. |
|
569
|
|
|
|
|
|
|
|
|
570
|
|
|
|
|
|
|
=head2 C |
|
571
|
|
|
|
|
|
|
|
|
572
|
|
|
|
|
|
|
Takes no arguments. Returns the number of tokens, expressions, previous |
|
573
|
|
|
|
|
|
|
token links and next token links. |
|
574
|
|
|
|
|
|
|
|
|
575
|
|
|
|
|
|
|
=head1 SUPPORT |
|
576
|
|
|
|
|
|
|
|
|
577
|
|
|
|
|
|
|
You can join the IRC channel I<#hailo> on FreeNode if you have questions. |
|
578
|
|
|
|
|
|
|
|
|
579
|
|
|
|
|
|
|
=head1 BUGS |
|
580
|
|
|
|
|
|
|
|
|
581
|
|
|
|
|
|
|
Bugs, feature requests and other issues are tracked in L
|
|
582
|
|
|
|
|
|
|
rt.cpan.org|https://rt.cpan.org/Dist/Display.html?Name=Hailo> |
|
583
|
|
|
|
|
|
|
|
|
584
|
|
|
|
|
|
|
=head1 SEE ALSO |
|
585
|
|
|
|
|
|
|
|
|
586
|
|
|
|
|
|
|
=over |
|
587
|
|
|
|
|
|
|
|
|
588
|
|
|
|
|
|
|
=item * L - A non-blocking POE wrapper around Hailo |
|
589
|
|
|
|
|
|
|
|
|
590
|
|
|
|
|
|
|
=item * L - A Hailo IRC bot plugin |
|
591
|
|
|
|
|
|
|
|
|
592
|
|
|
|
|
|
|
=item * L - Failo, an IRC bot that uses Hailo |
|
593
|
|
|
|
|
|
|
|
|
594
|
|
|
|
|
|
|
=item * L - GumbyBRAIN, a more famous IRC bot that uses Hailo |
|
595
|
|
|
|
|
|
|
|
|
596
|
|
|
|
|
|
|
=item * L - A L and jQuery powered web |
|
597
|
|
|
|
|
|
|
interface to Hailo available at L |
|
598
|
|
|
|
|
|
|
and as L on |
|
599
|
|
|
|
|
|
|
L |
|
600
|
|
|
|
|
|
|
|
|
601
|
|
|
|
|
|
|
=item * L, a random tweet generator powered by Hailo |
|
602
|
|
|
|
|
|
|
|
|
603
|
|
|
|
|
|
|
=item * L - cobe, a Python port of MegaHAL "inspired by the success of Hailo" |
|
604
|
|
|
|
|
|
|
|
|
605
|
|
|
|
|
|
|
=back |
|
606
|
|
|
|
|
|
|
|
|
607
|
|
|
|
|
|
|
=head1 LINKS |
|
608
|
|
|
|
|
|
|
|
|
609
|
|
|
|
|
|
|
=over |
|
610
|
|
|
|
|
|
|
|
|
611
|
|
|
|
|
|
|
=item * L - Hailo's website |
|
612
|
|
|
|
|
|
|
|
|
613
|
|
|
|
|
|
|
=item * L - Hailo: A Perl rewrite of |
|
614
|
|
|
|
|
|
|
MegaHAL, A blog posting about the motivation behind Hailo |
|
615
|
|
|
|
|
|
|
|
|
616
|
|
|
|
|
|
|
=item * L - |
|
617
|
|
|
|
|
|
|
More blog posts about Hailo on Evar ArnfjErE |
|
618
|
|
|
|
|
|
|
Bjarmason's L blog |
|
619
|
|
|
|
|
|
|
|
|
620
|
|
|
|
|
|
|
=item * Hailo on L and |
|
621
|
|
|
|
|
|
|
L |
|
622
|
|
|
|
|
|
|
|
|
623
|
|
|
|
|
|
|
=back |
|
624
|
|
|
|
|
|
|
|
|
625
|
|
|
|
|
|
|
=head1 AUTHORS |
|
626
|
|
|
|
|
|
|
|
|
627
|
|
|
|
|
|
|
Hinrik Ern SigurEsson, hinrik.sig@gmail.com |
|
628
|
|
|
|
|
|
|
|
|
629
|
|
|
|
|
|
|
Evar ArnfjErE Bjarmason |
|
630
|
|
|
|
|
|
|
|
|
631
|
|
|
|
|
|
|
=head1 LICENSE AND COPYRIGHT |
|
632
|
|
|
|
|
|
|
|
|
633
|
|
|
|
|
|
|
Copyright 2010 Hinrik Ern SigurEsson and |
|
634
|
|
|
|
|
|
|
Evar ArnfjErE Bjarmason |
|
635
|
|
|
|
|
|
|
|
|
636
|
|
|
|
|
|
|
This program is free software, you can redistribute it and/or modify |
|
637
|
|
|
|
|
|
|
it under the same terms as Perl itself. |
|
638
|
|
|
|
|
|
|
|
|
639
|
|
|
|
|
|
|
=cut |