| line |
stmt |
bran |
cond |
sub |
pod |
time |
code |
|
1
|
|
|
|
|
|
|
package Algorithm::LBFGS; |
|
2
|
|
|
|
|
|
|
|
|
3
|
3
|
|
|
3
|
|
1272
|
use strict; |
|
|
3
|
|
|
|
|
5
|
|
|
|
3
|
|
|
|
|
111
|
|
|
4
|
3
|
|
|
3
|
|
18
|
use warnings; |
|
|
3
|
|
|
|
|
6
|
|
|
|
3
|
|
|
|
|
91
|
|
|
5
|
|
|
|
|
|
|
|
|
6
|
3
|
|
|
3
|
|
12
|
use XSLoader; |
|
|
3
|
|
|
|
|
6
|
|
|
|
3
|
|
|
|
|
2239
|
|
|
7
|
|
|
|
|
|
|
|
|
8
|
|
|
|
|
|
|
our $VERSION = '0.16'; |
|
9
|
|
|
|
|
|
|
XSLoader::load('Algorithm::LBFGS', $VERSION); |
|
10
|
|
|
|
|
|
|
|
|
11
|
|
|
|
|
|
|
# constructor |
|
12
|
|
|
|
|
|
|
sub new { |
|
13
|
4
|
|
|
4
|
1
|
40
|
my $class = shift; |
|
14
|
4
|
|
|
|
|
11
|
my %param = @_; |
|
15
|
4
|
|
|
|
|
63
|
my $self = bless { param => create_lbfgs_param() }, $class; |
|
16
|
4
|
|
|
|
|
27
|
$self->set_param(%param); |
|
17
|
4
|
|
|
|
|
12
|
return $self; |
|
18
|
|
|
|
|
|
|
} |
|
19
|
|
|
|
|
|
|
|
|
20
|
|
|
|
|
|
|
# destructor |
|
21
|
|
|
|
|
|
|
sub DESTROY { |
|
22
|
4
|
|
|
4
|
|
18
|
my $self = shift; |
|
23
|
4
|
|
|
|
|
326
|
destroy_lbfgs_param($self->{param}); |
|
24
|
|
|
|
|
|
|
} |
|
25
|
|
|
|
|
|
|
|
|
26
|
|
|
|
|
|
|
# set parameters |
|
27
|
|
|
|
|
|
|
sub set_param { |
|
28
|
5
|
|
|
5
|
1
|
9
|
my $self = shift; |
|
29
|
5
|
|
|
|
|
10
|
my %param = @_; |
|
30
|
5
|
|
|
|
|
30
|
set_lbfgs_param($self->{param}, $_, $param{$_}) for keys %param; |
|
31
|
|
|
|
|
|
|
} |
|
32
|
|
|
|
|
|
|
|
|
33
|
|
|
|
|
|
|
# get parameters |
|
34
|
|
|
|
|
|
|
sub get_param { |
|
35
|
12
|
|
|
12
|
1
|
27
|
my $self = shift; |
|
36
|
12
|
|
|
|
|
16
|
my $name = shift; |
|
37
|
12
|
|
|
|
|
72
|
return set_lbfgs_param($self->{param}, $name, undef); |
|
38
|
|
|
|
|
|
|
} |
|
39
|
|
|
|
|
|
|
|
|
40
|
|
|
|
|
|
|
# verbose monitor |
|
41
|
|
|
|
|
|
|
my $verbose_monitor = sub { |
|
42
|
|
|
|
|
|
|
my ($x, $g, $fx, $xnorm, $gnorm, $step, $k, $ls, $user_data) = @_; |
|
43
|
|
|
|
|
|
|
($fx, $xnorm, $gnorm, $step) = |
|
44
|
|
|
|
|
|
|
map { sprintf("%g", $_) } ($fx, $xnorm, $gnorm, $step); |
|
45
|
|
|
|
|
|
|
my $hr = "=" x 79; |
|
46
|
|
|
|
|
|
|
my $s = ":"; |
|
47
|
|
|
|
|
|
|
print <
|
|
48
|
|
|
|
|
|
|
Iteration $k |
|
49
|
|
|
|
|
|
|
$hr |
|
50
|
|
|
|
|
|
|
f(x) $s $fx |
|
51
|
|
|
|
|
|
|
|| x || $s $xnorm |
|
52
|
|
|
|
|
|
|
|| grad f(x) || $s $gnorm |
|
53
|
|
|
|
|
|
|
line search step $s $step |
|
54
|
|
|
|
|
|
|
evaluations num $s $ls |
|
55
|
|
|
|
|
|
|
|
|
56
|
|
|
|
|
|
|
MSG |
|
57
|
|
|
|
|
|
|
return 0; |
|
58
|
|
|
|
|
|
|
}; |
|
59
|
|
|
|
|
|
|
|
|
60
|
|
|
|
|
|
|
# logging monitor |
|
61
|
|
|
|
|
|
|
my $logging_monitor = sub { |
|
62
|
|
|
|
|
|
|
my ($x, $g, $fx, $xnorm, $gnorm, $step, $k, $ls, $user_data) = @_; |
|
63
|
|
|
|
|
|
|
push @$user_data, { |
|
64
|
|
|
|
|
|
|
x => $x, g => $g, fx => $fx, xnorm => $xnorm, gnorm => $gnorm, |
|
65
|
|
|
|
|
|
|
step => $step, k => $k, ls => $ls, user_data => $user_data |
|
66
|
|
|
|
|
|
|
}; |
|
67
|
|
|
|
|
|
|
return 0; |
|
68
|
|
|
|
|
|
|
}; |
|
69
|
|
|
|
|
|
|
|
|
70
|
|
|
|
|
|
|
# do optimization |
|
71
|
|
|
|
|
|
|
sub fmin { |
|
72
|
4
|
|
|
4
|
1
|
81725
|
my $self = shift; |
|
73
|
4
|
|
|
|
|
11
|
my ($lbfgs_eval, $x0, $lbfgs_prgr, $user_data) = @_; |
|
74
|
4
|
100
|
|
|
|
16
|
if (defined($lbfgs_prgr)) { |
|
75
|
1
|
50
|
|
|
|
5
|
$lbfgs_prgr = $verbose_monitor if ($lbfgs_prgr eq 'verbose'); |
|
76
|
1
|
50
|
|
|
|
10
|
$lbfgs_prgr = $logging_monitor if ($lbfgs_prgr eq 'logging'); |
|
77
|
|
|
|
|
|
|
} |
|
78
|
4
|
|
|
|
|
18
|
my $instance = |
|
79
|
|
|
|
|
|
|
create_lbfgs_instance($lbfgs_eval, $lbfgs_prgr, $user_data); |
|
80
|
4
|
|
|
|
|
28036
|
$self->{status} = status_2pv(do_lbfgs($self->{param}, $instance, $x0)); |
|
81
|
4
|
|
|
|
|
1050969
|
destroy_lbfgs_instance($instance); |
|
82
|
4
|
|
|
|
|
17
|
return $x0; |
|
83
|
|
|
|
|
|
|
} |
|
84
|
|
|
|
|
|
|
|
|
85
|
|
|
|
|
|
|
# query status |
|
86
|
|
|
|
|
|
|
sub get_status { |
|
87
|
0
|
|
|
0
|
1
|
|
my $self = shift; |
|
88
|
0
|
|
|
|
|
|
return $self->{status}; |
|
89
|
|
|
|
|
|
|
} |
|
90
|
|
|
|
|
|
|
|
|
91
|
0
|
|
|
0
|
1
|
|
sub status_ok { return get_status(@_) == 0; } |
|
92
|
|
|
|
|
|
|
|
|
93
|
|
|
|
|
|
|
1; |
|
94
|
|
|
|
|
|
|
|
|
95
|
|
|
|
|
|
|
__END__ |