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AI-ANN

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Changes  view on Meta::CPAN


0.007     2011-06-12 04:44:46 UTC
          Add backprop, not tested.

          Evolver now allows you to pass a coderef for mutation_amount. It 
          will be evaluated with no arguments. If you pass a number instead, 
          it will be coerced into a uniform random value up to +/- your value.

          Change a few things from hashrefs to arrayrefs internally. Fully 
          back-compatibile, but I hope this will speed up a few things.

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AI-ActivationFunctions

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test_minimal.pl  view on Meta::CPAN

print "   tanh(0) = " . tanh_simple(0) . " (esperado: ~0)\n";

print "\n2. Agora testando o módulo...\n";

# Tente carregar o módulo
eval {
    # Adiciona lib ao @INC
    unshift @INC, 'lib';
    require AI::ActivationFunctions;
    print "   ✓ Módulo carregado\n";
    

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AI-Anthropic

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lib/AI/Anthropic.pm  view on Meta::CPAN

                for my $line (split /\n/, $chunk) {
                    next unless $line =~ /^data: (.+)/;
                    my $data = $1;
                    next if $data eq '[DONE]';
                    
                    eval {
                        my $event = $self->{_json}->decode($data);
                        
                        if ($event->{type} eq 'content_block_delta') {
                            my $text = $event->{delta}{text} // '';
                            $full_text .= $text;

lib/AI/Anthropic.pm  view on Meta::CPAN


sub _handle_response {
    my ($self, $response) = @_;
    
    my $data;
    eval {
        $data = $self->{_json}->decode($response->{content});
    };
    
    unless ($response->{success}) {
        my $error_msg = $data->{error}{message} // $response->{content} // 'Unknown error';

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AI-CBR

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lib/AI/CBR.pm  view on Meta::CPAN


=head1 SYNOPSIS

    use AI::CBR::Sim qw(sim_eq ...);
    use AI::CBR::Case;
    use AI::CBR::Retrieval;

    my $case = AI::CBR::Case->new(...);
    my $r = AI::CBR::Retrieval->new($case, \@case_base);
    ...


=head1 DESCRIPTION

lib/AI/CBR.pm  view on Meta::CPAN

For an overview, please see my slides from YAPC::EU 2009.

In brief, you need to specifiy an L<AI::CBR::Case>
with the help of similarity functions from L<AI::CBR::Sim>.
Then you can find similar cases from a case-base
with L<AI::CBR::Retrieval>.

The technical documentation can be found in the
individual modules of this distribution.


lib/AI/CBR.pm  view on Meta::CPAN


=item * L<AI::CBR::Case>

=item * L<AI::CBR::Case::Compound>

=item * L<AI::CBR::Retrieval>

=back


=head1 AUTHOR

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AI-CRM114

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t/98podsyn.t  view on Meta::CPAN

# $Id$

use strict;
use warnings;
use Test::More;
eval "use Test::Pod 1.00";
plan skip_all => "Test::Pod 1.00 required for testing POD" if $@;
all_pod_files_ok();

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AI-Calibrate

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t/AI-Calibrate-NB.t  view on Meta::CPAN

# Before `make install' is performed this script should be runnable with
# `make test'. After `make install' it should work as `perl AI-Calibrate.t'

use Test::More;

eval("use AI::NaiveBayes1");
if ($EVAL_ERROR) {
    plan skip_all => 'AI::NaiveBayes1 does not seem to be present';
} else {
    plan tests => 2;
}

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AI-Categorizer

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lib/AI/Categorizer.pm  view on Meta::CPAN

sub run_experiment {
  my $self = shift;
  $self->scan_features;
  $self->read_training_set;
  $self->train;
  $self->evaluate_test_set;
  print $self->stats_table;
}

sub scan_features {
  my $self = shift;

lib/AI/Categorizer.pm  view on Meta::CPAN

  $self->learner->train( knowledge_set => $self->{knowledge_set} );
  $self->_save_progress( '03', 'learner' );
  return $self->learner;
}

sub evaluate_test_set {
  my $self = shift;
  $self->_load_progress( '03', 'learner' );
  my $c = $self->create_delayed_object('collection', path => $self->{test_set} );
  $self->{experiment} = $self->learner->categorize_collection( collection => $c );
  $self->_save_progress( '04', 'experiment' );

lib/AI/Categorizer.pm  view on Meta::CPAN

 
 # Or, run the parts of $c->run_experiment separately
 $c->scan_features;
 $c->read_training_set;
 $c->train;
 $c->evaluate_test_set;
 print $c->stats_table;
 
 # After training, use the Learner for categorization
 my $l = $c->learner;
 while (...) {

lib/AI/Categorizer.pm  view on Meta::CPAN

and C<read_training_set()> methods.

=item test_set

Specifies the C<path> parameter that will be used when creating a
Collection during the C<evaluate_test_set()> method.

=item data_root

A shortcut for setting the C<training_set>, C<test_set>, and
C<category_file> parameters separately.  Sets C<training_set> to

lib/AI/Categorizer.pm  view on Meta::CPAN

=item run_experiment()

Runs a complete experiment on the training and testing data, reporting
the results on C<STDOUT>.  Internally, this is just a shortcut for
calling the C<scan_features()>, C<read_training_set()>, C<train()>,
and C<evaluate_test_set()> methods, then printing the value of the
C<stats_table()> method.

=item scan_features()

Scans the Collection specified in the C<test_set> parameter to

lib/AI/Categorizer.pm  view on Meta::CPAN


Calls the Learner's C<train()> method, passing it the KnowledgeSet
created during C<read_training_set()>.  Returns the Learner object.
Also saves the Learner object for later use.

=item evaluate_test_set()

Creates a Collection based on the value of the C<test_set> parameter,
and calls the Learner's C<categorize_collection()> method using this
Collection.  Returns the resultant Experiment object.  Also saves the
Experiment object for later use in the C<stats_table()> method.

=item stats_table()

Returns the value of the Experiment's (as created by
C<evaluate_test_set()>) C<stats_table()> method.  This is a string
that shows various statistics about the
accuracy/precision/recall/F1/etc. of the assignments made during
testing.

=back

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AI-Chat

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lib/AI/Chat.pm  view on Meta::CPAN

use Carp;
use HTTP::Tiny;
use JSON::PP;

our $VERSION = '0.6';
$VERSION = eval $VERSION;

my $http = HTTP::Tiny->new;

# Create Chat object
sub new {

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AI-Classifier

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lib/AI/Classifier/Text/Analyzer.pm  view on Meta::CPAN

    my @urls;
    my $p = URI::Find->new(
        sub {
            my ($uri, $t) = @_;
            push @urls, $uri;
            eval{
                my $host = $uri->host;
                $host =~ s/^www\.//;
                $features->{ lc $host }++;
                for (split /\//, $uri->path) {
                    if (length $_ > 3 ) {

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AI-CleverbotIO

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lib/AI/CleverbotIO.pm  view on Meta::CPAN

   my $encoded  = $response->{content};
   if (!$encoded) {
      my $url = $response->{url} // '*unknown url, check HTTP::Tiny*';
      ouch 500, "response status $response->{status}, nothing from $url)";
   }
   my $decoded = eval { decode_json($encoded) }
     or ouch 500, "response status $response->{status}, exception: $@";
   return $decoded;
} ## end sub __decode_content

1;

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AI-ConfusionMatrix

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Makefile.PL  view on Meta::CPAN

  "strict" => 0,
  "warnings" => 0
);


unless ( eval { ExtUtils::MakeMaker->VERSION(6.63_03) } ) {
  delete $WriteMakefileArgs{TEST_REQUIRES};
  delete $WriteMakefileArgs{BUILD_REQUIRES};
  $WriteMakefileArgs{PREREQ_PM} = \%FallbackPrereqs;
}

delete $WriteMakefileArgs{CONFIGURE_REQUIRES}
  unless eval { ExtUtils::MakeMaker->VERSION(6.52) };

WriteMakefile(%WriteMakefileArgs);

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AI-DecisionTree

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eg/example.pl  view on Meta::CPAN

my $t2 = new AI::DecisionTree;
$t2->add_instance( attributes => { foo => 'bar' },
		   result => 1 );
$t2->add_instance( attributes => { foo => 'bar' },
		   result => 0 );
eval {$t2->train};
print "$@\n";

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AI-Embedding

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lib/AI/Embedding.pm  view on Meta::CPAN

use HTTP::Tiny;
use JSON::PP;
use Data::CosineSimilarity;

our $VERSION = '1.11';
$VERSION = eval $VERSION;

my $http = HTTP::Tiny->new;

# Create Embedding object
sub new {

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AI-Evolve-Befunge

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lib/AI/Evolve/Befunge/Critter.pm  view on Meta::CPAN

    my $rv = $critter->invoke();

Run through a life cycle.  If a board is specified, the board state
is copied into the appropriate place before execution begins.

This should be run within an "eval"; if the critter causes an
exception, it will kill this function.  It is commonly invoked by
L</move> (see below), which handles exceptions properly.

=cut

lib/AI/Evolve/Befunge/Critter.pm  view on Meta::CPAN

=head2 move

    my $rv = $critter->move($board, $score);

Similar to invoke(), above.  This function wraps invoke() in an
eval block, updates a scoreboard afterwards, and creates a "dead"
return value if the eval failed.

=cut

sub move {
    my ($self, $board) = @_;
    my $rv;
    local $@ = '';
    eval {
        $rv = $self->invoke($board);
    };
    if($@ ne '') {
        debug("eval error $@\n");
        $rv = Result->new(name => $self->blueprint->name, died => 1);
        my $reason = $@;
        chomp $reason;
        $rv->fate($reason);
    }

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AI-ExpertSystem-Advanced

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inc/Module/Install.pm  view on Meta::CPAN

	foreach my $rv ( $self->find_extensions($path) ) {
		my ($file, $pkg) = @{$rv};
		next if $self->{pathnames}{$pkg};

		local $@;
		my $new = eval { require $file; $pkg->can('new') };
		unless ( $new ) {
			warn $@ if $@;
			next;
		}
		$self->{pathnames}{$pkg} = delete $INC{$file};

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AI-ExpertSystem-Simple

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lib/AI/ExpertSystem/Simple.pm  view on Meta::CPAN

	$x = ($node->children('text'))[0];
	$text = $x->text();

	$self->{_goal} = AI::ExpertSystem::Simple::Goal->new($attribute, $text);

	eval { $t->purge(); }
}

sub _rule {
	my ($self, $t, $node) = @_;

lib/AI/ExpertSystem/Simple.pm  view on Meta::CPAN

			$self->{_number_of_attributes}++;
			$self->{_knowledge}->{$attribute} = AI::ExpertSystem::Simple::Knowledge->new($attribute);
		}
	}

	eval { $t->purge(); }
}

sub _question {
	my ($self, $t, $node) = @_;

lib/AI/ExpertSystem/Simple.pm  view on Meta::CPAN

		$self->{_number_of_attributes}++;
		$self->{_knowledge}->{$attribute} = AI::ExpertSystem::Simple::Knowledge->new($attribute);
	}
	$self->{_knowledge}->{$attribute}->set_question($text, @responses);

	eval { $t->purge(); }
}

sub process {
	my ($self) = @_;

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AI-FANN-Evolving

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t/perl-critic.t  view on Meta::CPAN

use English qw'no_match_vars';
if ( not $ENV{'TEST_AUTHOR'} ) {
    my $msg = 'env var TEST_AUTHOR not set';
    plan( 'skip_all' => $msg );
}
eval { require Test::Perl::Critic; };
if ($EVAL_ERROR) {
    my $msg = 'Test::Perl::Critic required to criticise code';
    plan( 'skip_all' => $msg );
}
my $rcfile = File::Spec->catfile( 't', 'perlcriticrc' );

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AI-FANN

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ppport.h  view on Meta::CPAN

same function or variable in your project.

    Function / Variable       Static Request               Global Request
    -----------------------------------------------------------------------------------------
    PL_signals                NEED_PL_signals              NEED_PL_signals_GLOBAL
    eval_pv()                 NEED_eval_pv                 NEED_eval_pv_GLOBAL
    grok_bin()                NEED_grok_bin                NEED_grok_bin_GLOBAL
    grok_hex()                NEED_grok_hex                NEED_grok_hex_GLOBAL
    grok_number()             NEED_grok_number             NEED_grok_number_GLOBAL
    grok_numeric_radix()      NEED_grok_numeric_radix      NEED_grok_numeric_radix_GLOBAL
    grok_oct()                NEED_grok_oct                NEED_grok_oct_GLOBAL

ppport.h  view on Meta::CPAN

=cut

use strict;

# Disable broken TRIE-optimization
BEGIN { eval '${^RE_TRIE_MAXBUF} = -1' if $] >= 5.009004 && $] <= 5.009005 }

my $VERSION = 3.13;

my %opt = (
  quiet     => 0,

ppport.h  view on Meta::CPAN

my $ccs  = '/'.'*';
my $cce  = '*'.'/';
my $rccs = quotemeta $ccs;
my $rcce = quotemeta $cce;

eval {
  require Getopt::Long;
  Getopt::Long::GetOptions(\%opt, qw(
    help quiet diag! filter! hints! changes! cplusplus strip version
    patch=s copy=s diff=s compat-version=s
    list-provided list-unsupported api-info=s

ppport.h  view on Meta::CPAN


usage() if $opt{help};
strip() if $opt{strip};

if (exists $opt{'compat-version'}) {
  my($r,$v,$s) = eval { parse_version($opt{'compat-version'}) };
  if ($@) {
    die "Invalid version number format: '$opt{'compat-version'}'\n";
  }
  die "Only Perl 5 is supported\n" if $r != 5;
  die "Invalid version number: $opt{'compat-version'}\n" if $v >= 1000 || $s >= 1000;

ppport.h  view on Meta::CPAN

ck_concat|||
ck_defined|||
ck_delete|||
ck_die|||
ck_eof|||
ck_eval|||
ck_exec|||
ck_exists|||
ck_exit|||
ck_ftst|||
ck_fun|||

ppport.h  view on Meta::CPAN

clear_placeholders|||
closest_cop|||
convert|||
cop_free|||
cr_textfilter|||
create_eval_scope|||
croak_nocontext|||vn
croak|||v
csighandler||5.009003|n
curmad|||
custom_op_desc||5.007003|

ppport.h  view on Meta::CPAN

debstackptrs||5.007003|
debstack||5.007003|
debug_start_match|||
deb||5.007003|v
del_sv|||
delete_eval_scope|||
delimcpy||5.004000|
deprecate_old|||
deprecate|||
despatch_signals||5.007001|
destroy_matcher|||

ppport.h  view on Meta::CPAN

do_vecget|||
do_vecset|||
do_vop|||
docatch_body|||
docatch|||
doeval|||
dofile|||
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|||

ppport.h  view on Meta::CPAN

dump_vindent||5.006000|
dumpuntil|||
dup_attrlist|||
emulate_cop_io|||
emulate_eaccess|||
eval_pv|5.006000||p
eval_sv|5.006000||p
exec_failed|||
expect_number|||
fbm_compile||5.005000|
fbm_instr||5.005000|
fd_on_nosuid_fs|||

ppport.h  view on Meta::CPAN

whichsig|||
write_no_mem|||
write_to_stderr|||
xmldump_all|||
xmldump_attr|||
xmldump_eval|||
xmldump_form|||
xmldump_indent|||v
xmldump_packsubs|||
xmldump_sub|||
xmldump_vindent|||

ppport.h  view on Meta::CPAN

      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;
    }, '.');

ppport.h  view on Meta::CPAN

close PATCH if $patch_opened;

exit 0;


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

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

ppport.h  view on Meta::CPAN

  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) {
    die "$0 was originally generated with Devel::PPPort $VERSION.\\n"
      . "Your Devel::PPPort is only version \$Devel::PPPort::VERSION.\\n"
      . "Please install a newer version, or --unstrip will not work.\\n";

ppport.h  view on Meta::CPAN

#endif

#ifndef call_method
#  define call_method                    perl_call_method
#endif
#ifndef eval_sv
#  define eval_sv                        perl_eval_sv
#endif
#ifndef PERL_LOADMOD_DENY
#  define PERL_LOADMOD_DENY              0x1
#endif

ppport.h  view on Meta::CPAN

#  define PERL_LOADMOD_IMPORT_OPS        0x4
#endif

/* Replace: 0 */

/* Replace perl_eval_pv with eval_pv */

#ifndef eval_pv
#if defined(NEED_eval_pv)
static SV* DPPP_(my_eval_pv)(char *p, I32 croak_on_error);
static
#else
extern SV* DPPP_(my_eval_pv)(char *p, I32 croak_on_error);
#endif

#ifdef eval_pv
#  undef eval_pv
#endif
#define eval_pv(a,b) DPPP_(my_eval_pv)(aTHX_ a,b)
#define Perl_eval_pv DPPP_(my_eval_pv)

#if defined(NEED_eval_pv) || defined(NEED_eval_pv_GLOBAL)

SV*
DPPP_(my_eval_pv)(char *p, I32 croak_on_error)
{
    dSP;
    SV* sv = newSVpv(p, 0);

    PUSHMARK(sp);
    eval_sv(sv, G_SCALAR);
    SvREFCNT_dec(sv);

    SPAGAIN;
    sv = POPs;
    PUTBACK;

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AI-FuzzyEngine

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lib/AI/FuzzyEngine.pm  view on Meta::CPAN

    #        v-- does not work due to threading mechanisms :-((
    # $zeros += $_ for @pdls;
    # Avoid threading!
    for my $p (@pdls) {
        croak "Empty piddles are not allowed" if $p->isempty();
        eval { $zeros = $zeros + $p->zeros(); 1
            } or croak q{Can't expand piddles to same size};
    }

    # Now, cat 'em by expanding them on the fly
    my $vals = PDL::cat( map {$_ + $zeros} @pdls );

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AI-Gene-Sequence

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demo/Musicgene.pm  view on Meta::CPAN

    $muts = [keys %{$hr_probs}];
  MUT_CYCLE: for (1..$num_mutates) {
      my $rand = rand;
      foreach my $mutation (@{$muts}) {
	next unless $rand < $hr_probs->{$mutation};
	$rt += eval "\$self->mutate_$mutation(1)";
	next MUT_CYCLE;
      }
    } 
  }
  else {                     # use standard mutations and probs

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AI-Genetic-Pro

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Makefile.PL  view on Meta::CPAN

  "Tie::Array::Packed" => "0.13",
  "UNIVERSAL::require" => 0
);


unless ( eval { ExtUtils::MakeMaker->VERSION(6.63_03) } ) {
  delete $WriteMakefileArgs{TEST_REQUIRES};
  delete $WriteMakefileArgs{BUILD_REQUIRES};
  $WriteMakefileArgs{PREREQ_PM} = \%FallbackPrereqs;
}

delete $WriteMakefileArgs{CONFIGURE_REQUIRES}
  unless eval { ExtUtils::MakeMaker->VERSION(6.52) };

WriteMakefile(%WriteMakefileArgs);

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AI-Genetic

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Genetic.pm  view on Meta::CPAN

    $ind = $_genome2class{$self->{TYPE}};
  } else {
    $ind = $self->{TYPE};
  }

  eval "use $ind";  # does this work if package is in same file?
  if ($@) {
    carp "ERROR: Init failed. Can't require '$ind': $@,";
    return undef;
  }

Genetic.pm  view on Meta::CPAN


=over 4

=item B<1. Selection>

Here the performance of all the individuals is evaluated
based on the fitness function, and each is given a specific
fitness value. The higher the value, the bigger the chance
of an individual passing its genes on in future generations
through mating (crossover).

Genetic.pm  view on Meta::CPAN

much as I can while trying to keep it as flexible as possible.

To do that, I resorted to some well-known tricks like passing a
reference of a long list instead of the list itself (for example,
when calling the fitness function, a reference of the gene list
is passed), and caching fitness scores (if you try to evaluate
the fitness of the same individual more than once, then the fitness
function will not be called, and the cached result is returned).

To help speed up your run times, you should pay special attention
to the design of your fitness function since this will be called once

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AI-Image

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lib/AI/Image.pm  view on Meta::CPAN

use Carp;
use HTTP::Tiny;
use JSON::PP;

our $VERSION = '0.1';
$VERSION = eval $VERSION;

my $http = HTTP::Tiny->new;

# Create Image object
sub new {

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AI-Logic-AnswerSet

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lib/AI/Logic/AnswerSet.pm  view on Meta::CPAN

		for(my $j = 0; $j < $statSize; $j++) {
			for(my $i = 0; $i < $size; $i++) {

				my $t = $stat[$j]{$pred[$i]};

				if(_evaluate($t,$num[$i],$operators[$i])) {
					$countPred++;
				}
				else {
					$countPred = 0;
					break;

lib/AI/Logic/AnswerSet.pm  view on Meta::CPAN

	}

	return @stat;
}

sub _evaluate {		#private use only

	my $value = shift;
	my $num = shift;
	my $operator = shift;

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AI-ML

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lib/AI/ML/Expr.pm  view on Meta::CPAN

    my ($self) = @_;

    return bless { package => __PACKAGE__, type => 'sigmoid', args => [$self] } => __PACKAGE__
}

sub eval_sigmoid {
    my $tree = shift;
    if (blessed($tree) && $tree->isa("Math::Lapack::Matrix")) {
      return _bless _sigmoid($tree->matrix_id);
    }

lib/AI/ML/Expr.pm  view on Meta::CPAN

sub relu {
    my ($self) = @_;
    return bless { package => __PACKAGE__, type => 'relu', args => [$self] } => __PACKAGE__;
}

sub eval_relu {
    my $tree = shift;
    if (ref($tree) eq "Math::Lapack::Matrix") {
        return _bless _relu($tree->matrix_id);
    }
    die "ReLU for non matrix";

lib/AI/ML/Expr.pm  view on Meta::CPAN

sub d_relu {
    my ($self) = @_;
    return bless { package => __PACKAGE__, type => 'd_relu', args => [$self] } => __PACKAGE__;
}

sub eval_d_relu {
    my $tree = shift;
    if (ref($tree) eq "Math::Lapack::Matrix") {
        return _bless _d_relu($tree->matrix_id);
    }
    die "ReLU for non matrix";

lib/AI/ML/Expr.pm  view on Meta::CPAN

sub lrelu {
    my ($self, $v) = @_;
    return bless { package => __PACKAGE__, type => 'lrelu', args => [$self, $v] } => __PACKAGE__;
}

sub eval_lrelu {
    my ($tree, $v) = @_;
    if (ref($tree) eq "Math::Lapack::Matrix") {
        return _bless _lrelu($tree->matrix_id, $v);
    }
    die "lReLU for non matrix";

lib/AI/ML/Expr.pm  view on Meta::CPAN

sub d_lrelu {
    my ($self, $v) = @_;
    return bless { package => __PACKAGE__, type => 'd_lrelu', args => [$self, $v] } => __PACKAGE__;
}

sub eval_d_lrelu {
    my ($tree, $v) = @_;
    if (ref($tree) eq "Math::Lapack::Matrix") {
        return _bless _d_lrelu($tree->matrix_id, $v);
    }
    die "lReLU for non matrix";

lib/AI/ML/Expr.pm  view on Meta::CPAN

sub softmax {
    my ($self) = @_;
    return bless { package => __PACKAGE__, type => 'softmax', args => [$self] } => __PACKAGE__; 
}

sub eval_softmax {
    my $tree = shift;
    if (ref($tree) eq "Math::Lapack::Matrix") {
        my $s = $tree->max();
        my $e_x = exp( $tree - $s );
        my $div = sum( $e_x, 1 );

lib/AI/ML/Expr.pm  view on Meta::CPAN

sub d_softmax {
    my ($self) = @_;
    return bless { package => __PACKAGE__, type => 'd_softmax', args => [$self] } => __PACKAGE__; 
}

sub eval_d_softmax {
    my $tree = shift;
    if (ref($tree) eq "Math::Lapack::Matrix") {
        return _bless _d_softmax($tree->matrix_id);
    }
    die "d_softmax for non matrix";

lib/AI/ML/Expr.pm  view on Meta::CPAN

sub tanh {
    my ($self) = @_;
    return bless { package => __PACKAGE__, type => 'tanh', args => [$self] } => __PACKAGE__;
}

sub eval_tanh {
    my $tree = shift;
    if( ref($tree) eq "Math::Lapack::Matrix"){
        return _bless _tanh($tree->matrix_id);
    }
    die "tanh for non matrix";

lib/AI/ML/Expr.pm  view on Meta::CPAN

sub d_tanh {
    my ($self) = @_;
    return bless { package => __PACKAGE__, type => 'd_tanh', args => [$self] } => __PACKAGE__;
}

sub eval_d_tanh {
    my $tree = shift;
    if( ref($tree) eq "Math::Lapack::Matrix"){
        return _bless _d_tanh($tree->matrix_id);
    }
    die "d_tanh for non matrix";

lib/AI/ML/Expr.pm  view on Meta::CPAN

sub d_sigmoid {
    my ($self) = @_;
    return bless { package => __PACKAGE__, type => 'd_sigmoid', args => [$self] } => __PACKAGE__;
} 

sub eval_d_sigmoid {
    my $tree = shift;
    if( ref($tree) eq "Math::Lapack::Matrix"){
        return _bless _d_sigmoid($tree->matrix_id);
    }
    return "d_sigmoid for non matrix";

 view all matches for this distribution


AI-MXNet-Gluon-Contrib

 view release on metacpan or  search on metacpan

Makefile.PL  view on Meta::CPAN

my %FallbackPrereqs = (
  "AI::MXNet" => "1.31"
);


unless ( eval { ExtUtils::MakeMaker->VERSION(6.63_03) } ) {
  delete $WriteMakefileArgs{TEST_REQUIRES};
  delete $WriteMakefileArgs{BUILD_REQUIRES};
  $WriteMakefileArgs{PREREQ_PM} = \%FallbackPrereqs;
}

delete $WriteMakefileArgs{CONFIGURE_REQUIRES}
  unless eval { ExtUtils::MakeMaker->VERSION(6.52) };

WriteMakefile(%WriteMakefileArgs);

 view all matches for this distribution


AI-MXNet-Gluon-ModelZoo

 view release on metacpan or  search on metacpan

examples/image_classification.pl  view on Meta::CPAN

my @text_labels = map { chomp; s/^\S+\s+//; $_ } IO::File->new($fname)->getlines;

## get the image from the disk or net
if($image =~ /^https/)
{
    eval { require IO::Socket::SSL; };
    die "Need to have IO::Socket::SSL installed for https images" if $@;
}
$image = $image =~ /^https?/ ? download($image) : $image;

# Following the conventional way of preprocessing ImageNet data:

 view all matches for this distribution


AI-MXNet

 view release on metacpan or  search on metacpan

examples/calculator.pl  view on Meta::CPAN

    my $data = PDL->random(2, $n);
    ## creates the pdl with $n rows and one column with labels
    ## labels are floats that either sum or product, etc of
    ## two random values in each corresponding row of the data pdl
    my $label = $func->($data->slice('0,:'), $data->slice('1,:'));
    # partition into train/eval sets
    my $edge = int($n / 8);
    my $validation_data = $data->slice(":,0:@{[ $edge - 1 ]}");
    my $validation_label = $label->slice(":,0:@{[ $edge - 1 ]}");
    my $train_data = $data->slice(":,$edge:");
    my $train_label = $label->slice(":,$edge:");

examples/calculator.pl  view on Meta::CPAN


sub learn_function {
    my(%args) = @_;
    my $func = $args{func};
    my $batch_size = $args{batch_size}//128;
    my($train_iter, $eval_iter) = samples($batch_size, $func);
    my $sym = nn_fc();

    ## call as ./calculator.pl 1 to just print model and exit
    if($ARGV[0]) {
        my @dsz = @{$train_iter->data->[0][1]->shape};

examples/calculator.pl  view on Meta::CPAN

    my $model = mx->mod->Module(
        symbol => $sym,
        context => mx->cpu(),
    );
    $model->fit($train_iter,
        eval_data => $eval_iter,
        optimizer => 'adam',
        optimizer_params => {
            learning_rate => $args{lr}//0.01,
            rescale_grad => 1/$batch_size,
            lr_scheduler  => AI::MXNet::FactorScheduler->new(
        	step => 100,
        	factor => 0.99
            )
        },
        eval_metric => 'mse',
        num_epoch => $args{epoch}//25,
    );

    # refit the model for calling on 1 sample at a time
    my $iter = mx->io->NDArrayIter(

 view all matches for this distribution


AI-MXNetCAPI

 view release on metacpan or  search on metacpan

mxnet.i  view on Meta::CPAN

int MXExecutorPrint(ExecutorHandle handle, const char **out);
/*!
 * \brief Executor forward method
 *
 * \param handle executor handle
 * \param is_train bool value to indicate whether the forward pass is for evaluation
 * \return 0 when success, -1 when failure happens
 */
int MXExecutorForward(ExecutorHandle handle, int is_train);
/*!
 * \brief Excecutor run backward

 view all matches for this distribution


AI-MaxEntropy

 view release on metacpan or  search on metacpan

inc/Module/AutoInstall.pm  view on Meta::CPAN

        print
"*** Dependencies will be installed the next time you type '$Config::Config{make}'.\n";

        # make an educated guess of whether we'll need root permission.
        print "    (You may need to do that as the 'root' user.)\n"
          if eval '$>';
    }
    print "*** $class configuration finished.\n";

    chdir $cwd;

inc/Module/AutoInstall.pm  view on Meta::CPAN

        $makeflags->{UNINST} = 1 unless exists $makeflags->{UNINST};

    } else {
        # 0.02 and below uses a scalar
        $makeflags = join( ' ', split( ' ', $makeflags ), 'UNINST=1' )
          if ( $makeflags !~ /\bUNINST\b/ and eval qq{ $> eq '0' } );

    }
    $conf->set_conf( makeflags => $makeflags );
    $conf->set_conf( prereqs   => 1 );

inc/Module/AutoInstall.pm  view on Meta::CPAN


    # if we're root, set UNINST=1 to avoid trouble unless user asked for it.
    my $makeflags = $CPAN::Config->{make_install_arg} || '';
    $CPAN::Config->{make_install_arg} =
      join( ' ', split( ' ', $makeflags ), 'UNINST=1' )
      if ( $makeflags !~ /\bUNINST\b/ and eval qq{ $> eq '0' } );

    # don't show start-up info
    $CPAN::Config->{inhibit_startup_message} = 1;

    # set additional options

inc/Module/AutoInstall.pm  view on Meta::CPAN

                delete $INC{$inc};
            }

            my $rv = $args{force} ? CPAN::Shell->force( install => $pkg )
                                  : CPAN::Shell->install($pkg);
            $rv ||= eval {
                $CPAN::META->instance( 'CPAN::Distribution', $obj->cpan_file, )
                  ->{install}
                  if $CPAN::META;
            };

inc/Module/AutoInstall.pm  view on Meta::CPAN

*** You are not allowed to write to the directory '$path';
    the installation may fail due to insufficient permissions.
.

    if (
        eval '$>' and lc(`sudo -V`) =~ /version/ and _prompt(
            qq(
==> Should we try to re-execute the autoinstall process with 'sudo'?),
            ((-t STDIN) ? 'y' : 'n')
        ) =~ /^[Yy]/
      )

inc/Module/AutoInstall.pm  view on Meta::CPAN


    $file =~ s|::|/|g;
    $file .= '.pm';

    local $@;
    return eval { require $file; $mod->VERSION } || ( $@ ? undef: 0 );
}

# Load CPAN.pm and it's configuration
sub _load_cpan {
    return if $CPAN::VERSION;

 view all matches for this distribution


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