AI-FANN

 view release on metacpan or  search on metacpan

FANN.xs  view on Meta::CPAN



/* normalized names for train_data methods */

#define fann_train_data_create_from_file fann_read_train_from_file
#define fann_train_data_shuffle fann_shuffle_train_data
#define fann_train_data_scale_input fann_scale_input_train_data
#define fann_train_data_scale_output fann_scale_output_train_data
#define fann_train_data_scale fann_scale_train_data
#define fann_train_data_merge fann_merge_train_data
#define fann_train_data_subset fann_subset_train_data
#define fann_train_data_length fann_length_train_data
#define fann_train_data_num_input fann_num_input_train_data
#define fann_train_data_num_output fann_num_output_train_data
#define fann_train_data_save fann_save_train

MODULE = AI::FANN		PACKAGE = AI::FANN		PREFIX = fann_

PROTOTYPES: DISABLE

BOOT:

FANN.xs  view on Meta::CPAN


void
fann_train_data_scale(self, new_min, new_max)
    struct fann_train_data *self;
    fann_type new_min;
    fann_type new_max;
  CLEANUP:
    _check_error(aTHX_ (struct fann_error *)self);

struct fann_train_data*
fann_train_data_subset(self, pos, length)
    struct fann_train_data *self;
    unsigned int pos;
    unsigned int length;
  CLEANUP:
    _check_error(aTHX_ (struct fann_error *)self);
    _check_error(aTHX_ (struct fann_error *)RETVAL);


INCLUDE: accessors.xsh

Makefile.PL  view on Meta::CPAN

               ABSTRACT_FROM => 'lib/AI/FANN.pm',
               AUTHOR => 'Salvador Fandiño <sfandino@yahoo.com>',
               LIBS => ["${fann_lib}-ldoublefann"],
               DEFINE => '',
               INC => "${fann_inc}-I.",
               OBJECT => '$(BASEEXT)$(OBJ_EXT) morefann$(OBJ_EXT)',
               #OPTIMIZE => '-g -O0',
               depend => { '$(BASEEXT).c' => 'constants.h accessors.xsh' }
             );

sub MY::postamble {
    return <<MAKE_FRAG

constants.h: genconstants
\t\$(PERL) genconstants > constants.h

accessors.xsh: genaccessors
\t\$(PERL) genaccessors > accessors.xsh

MAKE_FRAG

genaccessors  view on Meta::CPAN

#!/usr/bin/perl

use strict;
use warnings;

$| = 1;

my %struct = ( 'AI::FANN' => 'struct fann *',
               'AI::FANN::TrainData' => 'struct fann_train_data *' );

sub accessor {
    my ($name, $type, $getter, $setter, @ixs) = @_;
	
    my ($package, $method) = $name =~ /^(?:(.*)::)?(.*)$/
        or die "wrong accessor name $name";

    $package = $package ? "AI::FANN::$package" : 'AI::FANN';
    my $struct = $struct{$package}
        or die "wrong package name $package";

    push @ixs, 'value' unless grep /^value$/, @ixs;

lib/AI/FANN.pm  view on Meta::CPAN


    our %EXPORT_TAGS = ( 'all' => [ @constants ] );
    our @EXPORT_OK = ( @{ $EXPORT_TAGS{'all'} } );

    require constant;
    for my $constant (@constants) {
        constant->import($constant, $constant);
    }
}

sub num_neurons {

    @_ == 1 or croak "Usage: AI::FANN::get_neurons(self)";

    my $self = shift;
    if (wantarray) {
        map { $self->layer_num_neurons($_) } (0 .. $self->num_layers - 1);
    }
    else {
        $self->total_neurons;
    }

lib/AI/FANN.pm  view on Meta::CPAN

=head1 CONSTANTS

All the constants defined in the C documentation are exported from the module:

  # import all...
  use AI::FANN ':all';

  # or individual constants...
  use AI::FANN qw(FANN_TRAIN_INCREMENTAL FANN_GAUSSIAN);

The values returned from this constant subs yield the integer value on
numerical context and the constant name when used as strings.

The constants available are:

  # enum fann_train_enum:
  FANN_TRAIN_INCREMENTAL
  FANN_TRAIN_BATCH
  FANN_TRAIN_RPROP
  FANN_TRAIN_QUICKPROP

lib/AI/FANN.pm  view on Meta::CPAN

-

=item $train->scale_output($new_min, $new_max)

-

=item $train->scale($new_min, $new_max)

-

=item $train->subset($pos, $length)

-

=item $train->num_inputs

-

=item $train->num_outputs

-

ppport.h  view on Meta::CPAN

PERL_MAGIC_overload|5.007002||p
PERL_MAGIC_pos|5.007002||p
PERL_MAGIC_qr|5.007002||p
PERL_MAGIC_regdata|5.007002||p
PERL_MAGIC_regdatum|5.007002||p
PERL_MAGIC_regex_global|5.007002||p
PERL_MAGIC_shared_scalar|5.007003||p
PERL_MAGIC_shared|5.007003||p
PERL_MAGIC_sigelem|5.007002||p
PERL_MAGIC_sig|5.007002||p
PERL_MAGIC_substr|5.007002||p
PERL_MAGIC_sv|5.007002||p
PERL_MAGIC_taint|5.007002||p
PERL_MAGIC_tiedelem|5.007002||p
PERL_MAGIC_tiedscalar|5.007002||p
PERL_MAGIC_tied|5.007002||p
PERL_MAGIC_utf8|5.008001||p
PERL_MAGIC_uvar_elem|5.007003||p
PERL_MAGIC_uvar|5.007002||p
PERL_MAGIC_vec|5.007002||p
PERL_MAGIC_vstring|5.008001||p

ppport.h  view on Meta::CPAN

PERL_UNUSED_DECL|5.007002||p
PERL_UNUSED_VAR|5.007002||p
PERL_UQUAD_MAX|5.004000||p
PERL_UQUAD_MIN|5.004000||p
PERL_USE_GCC_BRACE_GROUPS|5.009004||p
PERL_USHORT_MAX|5.004000||p
PERL_USHORT_MIN|5.004000||p
PERL_VERSION|5.006000||p
PL_DBsignal|5.005000||p
PL_DBsingle|||pn
PL_DBsub|||pn
PL_DBtrace|||pn
PL_Sv|5.005000||p
PL_compiling|5.004050||p
PL_copline|5.009005||p
PL_curcop|5.004050||p
PL_curstash|5.004050||p
PL_debstash|5.004050||p
PL_defgv|5.004050||p
PL_diehook|5.004050||p
PL_dirty|5.004050||p

ppport.h  view on Meta::CPAN

ck_retarget|||
ck_return|||
ck_rfun|||
ck_rvconst|||
ck_sassign|||
ck_select|||
ck_shift|||
ck_sort|||
ck_spair|||
ck_split|||
ck_subr|||
ck_substr|||
ck_svconst|||
ck_trunc|||
ck_unpack|||
ckwarn_d||5.009003|
ckwarn||5.009003|
cl_and|||n
cl_anything|||n
cl_init_zero|||n
cl_init|||n
cl_is_anything|||n

ppport.h  view on Meta::CPAN

dofindlabel|||
doform|||
doing_taint||5.008001|n
dooneliner|||
doopen_pm|||
doparseform|||
dopoptoeval|||
dopoptogiven|||
dopoptolabel|||
dopoptoloop|||
dopoptosub_at|||
dopoptosub|||
dopoptowhen|||
doref||5.009003|
dounwind|||
dowantarray|||
dump_all||5.006000|
dump_eval||5.006000|
dump_exec_pos|||
dump_fds|||
dump_form||5.006000|
dump_indent||5.006000|v
dump_mstats|||
dump_packsubs||5.006000|
dump_sub||5.006000|
dump_sv_child|||
dump_trie_interim_list|||
dump_trie_interim_table|||
dump_trie|||
dump_vindent||5.006000|
dumpuntil|||
dup_attrlist|||
emulate_cop_io|||
emulate_eaccess|||
eval_pv|5.006000||p

ppport.h  view on Meta::CPAN

expect_number|||
fbm_compile||5.005000|
fbm_instr||5.005000|
fd_on_nosuid_fs|||
feature_is_enabled|||
filter_add|||
filter_del|||
filter_gets|||
filter_read|||
find_and_forget_pmops|||
find_array_subscript|||
find_beginning|||
find_byclass|||
find_hash_subscript|||
find_in_my_stash|||
find_runcv||5.008001|
find_rundefsvoffset||5.009002|
find_script|||
find_uninit_var|||
first_symbol|||n
fold_constants|||
forbid_setid|||
force_ident|||
force_list|||

ppport.h  view on Meta::CPAN

fprintf_nocontext|||vn
free_global_struct|||
free_tied_hv_pool|||
free_tmps|||
gen_constant_list|||
get_arena|||
get_av|5.006000||p
get_context||5.006000|n
get_cvn_flags||5.009005|
get_cv|5.006000||p
get_db_sub|||
get_debug_opts|||
get_hash_seed|||
get_hv|5.006000||p
get_mstats|||
get_no_modify|||
get_num|||
get_op_descs||5.005000|
get_op_names||5.005000|
get_opargs|||
get_ppaddr||5.006000|

ppport.h  view on Meta::CPAN

isALPHA|||
isDIGIT|||
isLOWER|||
isSPACE|||
isUPPER|||
is_an_int|||
is_gv_magical_sv|||
is_gv_magical|||
is_handle_constructor|||n
is_list_assignment|||
is_lvalue_sub||5.007001|
is_uni_alnum_lc||5.006000|
is_uni_alnumc_lc||5.006000|
is_uni_alnumc||5.006000|
is_uni_alnum||5.006000|
is_uni_alpha_lc||5.006000|
is_uni_alpha||5.006000|
is_uni_ascii_lc||5.006000|
is_uni_ascii||5.006000|
is_uni_cntrl_lc||5.006000|
is_uni_cntrl||5.006000|

ppport.h  view on Meta::CPAN

magic_existspack|||
magic_freearylen_p|||
magic_freeovrld|||
magic_freeregexp|||
magic_getarylen|||
magic_getdefelem|||
magic_getnkeys|||
magic_getpack|||
magic_getpos|||
magic_getsig|||
magic_getsubstr|||
magic_gettaint|||
magic_getuvar|||
magic_getvec|||
magic_get|||
magic_killbackrefs|||
magic_len|||
magic_methcall|||
magic_methpack|||
magic_nextpack|||
magic_regdata_cnt|||

ppport.h  view on Meta::CPAN

magic_setfm|||
magic_setglob|||
magic_sethint|||
magic_setisa|||
magic_setmglob|||
magic_setnkeys|||
magic_setpack|||
magic_setpos|||
magic_setregexp|||
magic_setsig|||
magic_setsubstr|||
magic_settaint|||
magic_setutf8|||
magic_setuvar|||
magic_setvec|||
magic_set|||
magic_sizepack|||
magic_wipepack|||
magicname|||
make_matcher|||
make_trie_failtable|||

ppport.h  view on Meta::CPAN

scan_const|||
scan_formline|||
scan_heredoc|||
scan_hex|||
scan_ident|||
scan_inputsymbol|||
scan_num||5.007001|
scan_oct|||
scan_pat|||
scan_str|||
scan_subst|||
scan_trans|||
scan_version||5.009001|
scan_vstring||5.009005|
scan_word|||
scope|||
screaminstr||5.005000|
seed||5.008001|
sequence_num|||
sequence_tail|||
sequence|||

ppport.h  view on Meta::CPAN

share_hek||5.004000|
si_dup|||
sighandler|||n
simplify_sort|||
skipspace0|||
skipspace1|||
skipspace2|||
skipspace|||
softref2xv|||
sortcv_stacked|||
sortcv_xsub|||
sortcv|||
sortsv_flags||5.009003|
sortsv||5.007003|
space_join_names_mortal|||
ss_dup|||
stack_grow|||
start_force|||
start_glob|||
start_subparse||5.004000|
stashpv_hvname_match||5.009005|
stdize_locale|||
strEQ|||
strGE|||
strGT|||
strLE|||
strLT|||
strNE|||
str_to_version||5.006000|
strip_return|||
strnEQ|||
strnNE|||
study_chunk|||
sub_crush_depth|||
sublex_done|||
sublex_push|||
sublex_start|||
sv_2bool|||
sv_2cv|||
sv_2io|||
sv_2iuv_common|||
sv_2iuv_non_preserve|||
sv_2iv_flags||5.009001|
sv_2iv|||
sv_2mortal|||
sv_2nv|||
sv_2pv_flags|5.007002||p

ppport.h  view on Meta::CPAN

swash_get|||
swash_init||5.006000|
sys_intern_clear|||
sys_intern_dup|||
sys_intern_init|||
taint_env|||
taint_proper|||
tmps_grow||5.006000|
toLOWER|||
toUPPER|||
to_byte_substr|||
to_uni_fold||5.007003|
to_uni_lower_lc||5.006000|
to_uni_lower||5.007003|
to_uni_title_lc||5.006000|
to_uni_title||5.007003|
to_uni_upper_lc||5.006000|
to_uni_upper||5.007003|
to_utf8_case||5.007003|
to_utf8_fold||5.007003|
to_utf8_lower||5.007003|
to_utf8_substr|||
to_utf8_title||5.007003|
to_utf8_upper||5.007003|
token_free|||
token_getmad|||
tokenize_use|||
tokeq|||
tokereport|||
too_few_arguments|||
too_many_arguments|||
uiv_2buf|||n

ppport.h  view on Meta::CPAN

warn|||v
watch|||
whichsig|||
write_no_mem|||
write_to_stderr|||
xmldump_all|||
xmldump_attr|||
xmldump_eval|||
xmldump_form|||
xmldump_indent|||v
xmldump_packsubs|||
xmldump_sub|||
xmldump_vindent|||
yyerror|||
yylex|||
yyparse|||
yywarn|||
);

if (exists $opt{'list-unsupported'}) {
  my $f;
  for $f (sort { lc $a cmp lc $b } keys %API) {

ppport.h  view on Meta::CPAN

  }
  exit 0;
}

# Scan for possible replacement candidates

my(%replace, %need, %hints, %warnings, %depends);
my $replace = 0;
my($hint, $define, $function);

sub find_api
{
  my $code = shift;
  $code =~ s{
    / (?: \*[^*]*\*+(?:[^$ccs][^*]*\*+)* / | /[^\r\n]*)
  | "[^"\\]*(?:\\.[^"\\]*)*"
  | '[^'\\]*(?:\\.[^'\\]*)*' }{}egsx;
  grep { exists $API{$_} } $code =~ /(\w+)/mg;
}

while (<DATA>) {

ppport.h  view on Meta::CPAN

    else {
      my @new = grep { -f } glob $_
          or warn "'$_' does not exist.\n";
      push @files, grep { !$seen{$_}++ } @new;
    }
  }
}
else {
  eval {
    require File::Find;
    File::Find::find(sub {
      $File::Find::name =~ /($srcext)$/i
          and push @files, $File::Find::name;
    }, '.');
  };
  if ($@) {
    @files = map { glob "*$_" } @srcext;
  }
}

if (!@ARGV || $opt{filter}) {

ppport.h  view on Meta::CPAN

  else {
    info("Looks good");
  }
}

close PATCH if $patch_opened;

exit 0;


sub try_use { eval "use @_;"; return $@ eq '' }

sub mydiff
{
  local *F = shift;
  my($file, $str) = @_;
  my $diff;

  if (exists $opt{diff}) {
    $diff = run_diff($opt{diff}, $file, $str);
  }

  if (!defined $diff and try_use('Text::Diff')) {

ppport.h  view on Meta::CPAN

  }

  if (!defined $diff) {
    error("Cannot generate a diff. Please install Text::Diff or use --copy.");
    return;
  }

  print F $diff;
}

sub run_diff
{
  my($prog, $file, $str) = @_;
  my $tmp = 'dppptemp';
  my $suf = 'aaa';
  my $diff = '';
  local *F;

  while (-e "$tmp.$suf") { $suf++ }
  $tmp = "$tmp.$suf";

ppport.h  view on Meta::CPAN


    unlink $tmp;
  }
  else {
    error("Cannot open '$tmp' for writing: $!");
  }

  return undef;
}

sub rec_depend
{
  my($func, $seen) = @_;
  return () unless exists $depends{$func};
  $seen = {%{$seen||{}}};
  return () if $seen->{$func}++;
  my %s;
  grep !$s{$_}++, map { ($_, rec_depend($_, $seen)) } @{$depends{$func}};
}

sub parse_version
{
  my $ver = shift;

  if ($ver =~ /^(\d+)\.(\d+)\.(\d+)$/) {
    return ($1, $2, $3);
  }
  elsif ($ver !~ /^\d+\.[\d_]+$/) {
    die "cannot parse version '$ver'\n";
  }

ppport.h  view on Meta::CPAN


  if ($r < 5 || ($r == 5 && $v < 6)) {
    if ($s % 10) {
      die "cannot parse version '$ver'\n";
    }
  }

  return ($r, $v, $s);
}

sub format_version
{
  my $ver = shift;

  $ver =~ s/$/000000/;
  my($r,$v,$s) = $ver =~ /(\d+)\.(\d{3})(\d{3})/;

  $v = int $v;
  $s = int $s;

  if ($r < 5 || ($r == 5 && $v < 6)) {

ppport.h  view on Meta::CPAN


    $ver = sprintf "%d.%03d", $r, $v;
    $s > 0 and $ver .= sprintf "_%02d", $s;

    return $ver;
  }

  return sprintf "%d.%d.%d", $r, $v, $s;
}

sub info
{
  $opt{quiet} and return;
  print @_, "\n";
}

sub diag
{
  $opt{quiet} and return;
  $opt{diag} and print @_, "\n";
}

sub warning
{
  $opt{quiet} and return;
  print "*** ", @_, "\n";
}

sub error
{
  print "*** ERROR: ", @_, "\n";
}

my %given_hints;
my %given_warnings;
sub hint
{
  $opt{quiet} and return;
  my $func = shift;
  my $rv = 0;
  if (exists $warnings{$func} && !$given_warnings{$func}++) {
    my $warn = $warnings{$func};
    $warn =~ s!^!*** !mg;
    print "*** WARNING: $func\n", $warn;
    $rv++;
  }
  if ($opt{hints} && exists $hints{$func} && !$given_hints{$func}++) {
    my $hint = $hints{$func};
    $hint =~ s/^/   /mg;
    print "   --- hint for $func ---\n", $hint;
  }
  $rv;
}

sub usage
{
  my($usage) = do { local(@ARGV,$/)=($0); <> } =~ /^=head\d$HS+SYNOPSIS\s*^(.*?)\s*^=/ms;
  my %M = ( 'I' => '*' );
  $usage =~ s/^\s*perl\s+\S+/$^X $0/;
  $usage =~ s/([A-Z])<([^>]+)>/$M{$1}$2$M{$1}/g;

  print <<ENDUSAGE;

Usage: $usage

See perldoc $0 for details.

ENDUSAGE

  exit 2;
}

sub strip
{
  my $self = do { local(@ARGV,$/)=($0); <> };
  my($copy) = $self =~ /^=head\d\s+COPYRIGHT\s*^(.*?)^=\w+/ms;
  $copy =~ s/^(?=\S+)/    /gms;
  $self =~ s/^$HS+Do NOT edit.*?(?=^-)/$copy/ms;
  $self =~ s/^SKIP.*(?=^__DATA__)/SKIP
if (\@ARGV && \$ARGV[0] eq '--unstrip') {
  eval { require Devel::PPPort };
  \$@ and die "Cannot require Devel::PPPort, please install.\\n";
  if (\$Devel::PPPort::VERSION < $VERSION) {

ppport.h  view on Meta::CPAN

/* Replace: 1 */
#  define PL_ppaddr                 ppaddr
#  define PL_no_modify              no_modify
/* Replace: 0 */
#endif

#if (PERL_BCDVERSION <= 0x5004005)
/* Replace: 1 */
#  define PL_DBsignal               DBsignal
#  define PL_DBsingle               DBsingle
#  define PL_DBsub                  DBsub
#  define PL_DBtrace                DBtrace
#  define PL_Sv                     Sv
#  define PL_compiling              compiling
#  define PL_copline                copline
#  define PL_curcop                 curcop
#  define PL_curstash               curstash
#  define PL_debstash               debstash
#  define PL_defgv                  defgv
#  define PL_diehook                diehook
#  define PL_dirty                  dirty

ppport.h  view on Meta::CPAN

	    imop = append_elem(OP_LIST, imop, newSVOP(OP_CONST, 0, sv));
	    sv = va_arg(*args, SV*);
	}
    }
    {
	const line_t ocopline = PL_copline;
	COP * const ocurcop = PL_curcop;
	const int oexpect = PL_expect;

#if (PERL_BCDVERSION >= 0x5004000)
	utilize(!(flags & PERL_LOADMOD_DENY), start_subparse(FALSE, 0),
		veop, modname, imop);
#else
	utilize(!(flags & PERL_LOADMOD_DENY), start_subparse(),
		modname, imop);
#endif
	PL_expect = oexpect;
	PL_copline = ocopline;
	PL_curcop = ocurcop;
    }
}

#endif
#endif

ppport.h  view on Meta::CPAN

	line_t oldline = PL_curcop->cop_line;
	PL_curcop->cop_line = PL_copline;

	PL_hints &= ~HINT_BLOCK_SCOPE;
	if (stash)
		PL_curstash = PL_curcop->cop_stash = stash;

	newSUB(

#if   (PERL_BCDVERSION < 0x5003022)
		start_subparse(),
#elif (PERL_BCDVERSION == 0x5003022)
     		start_subparse(0),
#else  /* 5.003_23  onwards */
     		start_subparse(FALSE, 0),
#endif

		newSVOP(OP_CONST, 0, newSVpv((char *) name, 0)),
		newSVOP(OP_CONST, 0, &PL_sv_no),   /* SvPV(&PL_sv_no) == "" -- GMB */
		newSTATEOP(0, Nullch, newSVOP(OP_CONST, 0, sv))
	);

	PL_hints = oldhints;
	PL_curcop->cop_stash = old_cop_stash;
	PL_curstash = old_curstash;

ppport.h  view on Meta::CPAN

#endif

#ifndef PERL_MAGIC_vec
#  define PERL_MAGIC_vec                 'v'
#endif

#ifndef PERL_MAGIC_utf8
#  define PERL_MAGIC_utf8                'w'
#endif

#ifndef PERL_MAGIC_substr
#  define PERL_MAGIC_substr              'x'
#endif

#ifndef PERL_MAGIC_defelem
#  define PERL_MAGIC_defelem             'y'
#endif

#ifndef PERL_MAGIC_glob
#  define PERL_MAGIC_glob                '*'
#endif

ppport.h  view on Meta::CPAN

    const char *s = start;
    STRLEN len = *len_p;
    UV value = 0;
    NV value_nv = 0;

    const UV max_div_8 = UV_MAX / 8;
    bool allow_underscores = *flags & PERL_SCAN_ALLOW_UNDERSCORES;
    bool overflowed = FALSE;

    for (; len-- && *s; s++) {
         /* gcc 2.95 optimiser not smart enough to figure that this subtraction
            out front allows slicker code.  */
        int digit = *s - '0';
        if (digit >= 0 && digit <= 7) {
            /* Write it in this wonky order with a goto to attempt to get the
               compiler to make the common case integer-only loop pretty tight.
            */
          redo:
            if (!overflowed) {
                if (value <= max_div_8) {
                    value = (value << 3) | digit;

samples/ox.pl  view on Meta::CPAN

use strict;

use GD;
use AI::FANN qw(:all);

my $num = 500;
my $size = 16;

$| = 1;

sub draw_o {
    my ($im, $color) = @_;
    my $r = int (0.2 + rand(0.25 * $size));
    my $x0 = $r + int rand($size - 2 * $r);
    my $y0 = $r + int rand($size - 2 * $r);
    $im->arc($x0, $y0, $r, $r, 0, 360, $color);
    return 2*$r/$size
}

sub draw_x {
    my ($im, $color) = @_;
    my $r = int (0.2 + rand(0.25 * $size));
    my $x0 = $r + int rand($size - 2 * $r);
    my $y0 = $r + int rand($size - 2 * $r);
    $im->line($x0-$r, $y0-$r, $x0+$r, $y0+$r, $color);
    $im->line($x0-$r, $y0+$r, $x0+$r, $y0-$r, $color);
    return 2*$r/$size
}

sub image_to_input {
    my ($im, $type) = @_;
    my @data;
    for my $x (0..$size-1) {
        for my $y (0..$size-1) {
            push @data, $im->getPixel($x, $y);
        }
    }
    return \@data;
}

sub make_train {
    my $train = AI::FANN::TrainData->new_empty($num, $size * $size, 2);
    for (0..$num - 1) {
        print ".";
        my $im = GD::Image->new($size, $size);
        my $white = $im->colorAllocate(255,255,255);
        my $black = $im->colorAllocate(0,0,0);
        my $type = (rand > .5);
        my $r = $type ? draw_x($im, $black) : draw_o($im, $black);
        $train->data($_, image_to_input($im), [$type, $r]);
    }
    print "\n";
    my $ann = AI::FANN->new_standard(@_);
    for (1..40) {
        $ann->train_on_data($train, 100, 1, 0.0001);
        # $ann->print_connections;
        $ann->print_parameters;
        $ann->save("ox.ann");
    }
}

sub make_test {
    my $rep = shift;
    my $ann = AI::FANN->new_from_file("ox.ann");
    print "ann read\n";
    for (0..$rep - 1) {
        my $im = GD::Image->new($size, $size);
        my $white = $im->colorAllocate(255,255,255);
        my $black = $im->colorAllocate(0,0,0);
        my $type = (rand > .5);
        my $r = $type ? draw_x($im, $black) : draw_o($im, $black);
        my $out = $ann->run(image_to_input($im));



( run in 1.573 second using v1.01-cache-2.11-cpan-88abd93f124 )