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MCE::Examples(3)      User Contributed Perl Documentation     MCE::Examples(3)




NAME

       MCE::Examples - Various examples and demonstrations


VERSION

       This document describes MCE::Examples version 1.843


INCLUDED WITH THE DISTRIBUTION

       A wrapper script for parallelizing the grep binary. Hence, processing
       is done by the binary, not Perl. This wrapper resides under the bin
       directory.

         mce_grep
             A wrapper script with support for the following C binaries.
             agrep, grep, egrep, fgrep, and tre-agrep

             Chunking may be applied either at the [file] level, for large
             file(s), or at the [list] level when parsing many files
             recursively.

             The gain in performance is noticeable for expensive patterns,
             especially with agrep and tre-agrep.


MCE EXAMPLES ON GITHUB

       The examples directory, beginning with 1.700, is maintained separately
       at a Github repository <https://github.com/marioroy/mce-examples> and
       no longer included with the Perl MCE distribution.


PROCESSING INPUT DATA

       The next section describes ways to process input data in MCE.

   CHUNK_SIZE => 1 (in essence, disabling chunking)
       Imagine a long running process and wanting to parallelize an array
       against a pool of workers. The sequence option may be used if simply
       wanting to loop through a sequence of numbers instead.

       Below, a callback function is used for displaying results. The logic
       shows how one can output results immediately while still preserving
       output order as if processing serially. The %tmp hash is a temporary
       cache for out-of-order results.

        use MCE;

        ## Return an iterator for preserving output order.

        sub preserve_order {
           my (%result_n, %result_d); my $order_id = 1;

           return sub {
              my ($chunk_id, $n, $data) = @_;

              $result_n{ $chunk_id } = $n;
              $result_d{ $chunk_id } = $data;

              while (1) {
                 last unless exists $result_d{$order_id};

                 printf "n: %5d sqrt(n): %7.3f\n",
                    $result_n{$order_id}, $result_d{$order_id};

                 delete $result_n{$order_id};
                 delete $result_d{$order_id};

                 $order_id++;
              }

              return;
           };
        }

        ## Use $chunk_ref->[0] or $_ to retrieve the element.
        my @input_data = (0 .. 18000 - 1);

        my $mce = MCE->new(
           gather => preserve_order, input_data => \@input_data,
           chunk_size => 1, max_workers => 3,

           user_func => sub {
              my ($mce, $chunk_ref, $chunk_id) = @_;
              MCE->gather($chunk_id, $_, sqrt($_));
           }
        );

        $mce->run;

       This does the same thing using the foreach "sugar" method.

        use MCE;

        sub preserve_order {
           ...
        }

        my $mce = MCE->new(
           chunk_size => 1, max_workers => 3,
           gather => preserve_order
        );

        ## Use $chunk_ref->[0] or $_ to retrieve the element.
        my @input_data = (0 .. 18000 - 1);

        $mce->foreach( \@input_data, sub {
           my ($mce, $chunk_ref, $chunk_id) = @_;
           MCE->gather($chunk_id, $_, sqrt($_));
        });

       The 2 examples described above were done using the Core API. MCE 1.5
       comes with several models. The MCE::Loop model is used below.

        use MCE::Loop;

        sub preserve_order {
           ...
        }

        MCE::Loop::init {
           chunk_size => 1, max_workers => 3,
           gather => preserve_order
        };

        ## Use $chunk_ref->[0] or $_ to retrieve the element.
        my @input_data = (0 .. 18000 - 1);

        mce_loop {
           my ($mce, $chunk_ref, $chunk_id) = @_;
           MCE->gather($chunk_id, $_, sqrt($_));

        } @input_data;

        MCE::Loop::finish;

   CHUNKING INPUT DATA
       Chunking has the effect of reducing IPC overhead by many folds. A chunk
       containing $chunk_size items is sent to the next available worker.

        use MCE;

        ## Return an iterator for preserving output order.

        sub preserve_order {
           my (%result_n, %result_d, $size); my $order_id = 1;

           return sub {
              my ($chunk_id, $n_ref, $data_ref) = @_;

              $result_n{ $chunk_id } = $n_ref;
              $result_d{ $chunk_id } = $data_ref;

              while (1) {
                 last unless exists $result_d{$order_id};
                 $size = @{ $result_d{$order_id} };

                 for (0 .. $size - 1) {
                    printf "n: %5d sqrt(n): %7.3f\n",
                       $result_n{$order_id}->[$_], $result_d{$order_id}->[$_];
                 }

                 delete $result_n{$order_id};
                 delete $result_d{$order_id};

                 $order_id++;
              }

              return;
           };
        }

        ## Chunking requires one to loop inside the code block.
        my @input_data = (0 .. 18000 - 1);

        my $mce = MCE->new(
           gather => preserve_order, input_data => \@input_data,
           chunk_size => 500, max_workers => 3,

           user_func => sub {
              my ($mce, $chunk_ref, $chunk_id) = @_;
              my (@n, @result);

              foreach ( @{ $chunk_ref } ) {
                 push @n, $_;
                 push @result, sqrt($_);
              }

              MCE->gather($chunk_id, \@n, \@result);
           }
        );

        $mce->run;

       This does the same thing using the forchunk "sugar" method.

        use MCE;

        sub preserve_order {
           ...
        }

        my $mce = MCE->new(
           chunk_size => 500, max_workers => 3,
           gather => preserve_order
        );

        ## Chunking requires one to loop inside the code block.
        my @input_data = (0 .. 18000 - 1);

        $mce->forchunk( \@input_data, sub {
           my ($mce, $chunk_ref, $chunk_id) = @_;
           my (@n, @result);

           foreach ( @{ $chunk_ref } ) {
              push @n, $_;
              push @result, sqrt($_);
           }

           MCE->gather($chunk_id, \@n, \@result);
        });

       Finally, chunking with the MCE::Loop model.

        use MCE::Loop;

        sub preserve_order {
           ...
        }

        MCE::Loop::init {
           chunk_size => 500, max_workers => 3,
           gather => preserve_order
        };

        ## Chunking requires one to loop inside the code block.
        my @input_data = (0 .. 18000 - 1);

        mce_loop {
           my ($mce, $chunk_ref, $chunk_id) = @_;
           my (@n, @result);

           foreach ( @{ $chunk_ref } ) {
              push @n, $_;
              push @result, sqrt($_);
           }

           MCE->gather($chunk_id, \@n, \@result);

        } @input_data;

        MCE::Loop::finish;


DEMO APPLYING SEQUENCES WITH USER_TASKS

       The following is an extract from the seq_demo.pl example included with
       MCE.  Think of having several MCEs running in parallel. The sequence
       and chunk_size options may be specified uniquely per each task.

       The input scalar $_ (not shown below) contains the same value as $seq_n
       in user_func.

        use MCE;
        use Time::HiRes 'sleep';

        ## Run with seq_demo.pl | sort

        sub user_func {
           my ($mce, $seq_n, $chunk_id) = @_;

           my $wid      = MCE->wid;
           my $task_id  = MCE->task_id;
           my $task_wid = MCE->task_wid;

           if (ref $seq_n eq 'ARRAY') {
              ## seq_n or $_ is an array reference when chunk_size > 1
              foreach (@{ $seq_n }) {
                 MCE->printf(
                    "task_id %d: seq_n %s: chunk_id %d: wid %d: task_wid %d\n",
                    $task_id,    $_,       $chunk_id,   $wid,   $task_wid
                 );
              }
           }
           else {
              MCE->printf(
                 "task_id %d: seq_n %s: chunk_id %d: wid %d: task_wid %d\n",
                 $task_id,    $seq_n,   $chunk_id,   $wid,   $task_wid
              );
           }

           sleep 0.003;

           return;
        }

        ## Each task can be configured uniquely.

        my $mce = MCE->new(
           user_tasks => [{
              max_workers => 2,
              chunk_size  => 1,
              sequence    => { begin => 11, end => 19, step => 1 },
              user_func   => \&user_func
           },{
              max_workers => 2,
              chunk_size  => 5,
              sequence    => { begin => 21, end => 29, step => 1 },
              user_func   => \&user_func
           },{
              max_workers => 2,
              chunk_size  => 3,
              sequence    => { begin => 31, end => 39, step => 1 },
              user_func   => \&user_func
           }]
        );

        $mce->run;

        -- Output

        task_id 0: seq_n 11: chunk_id 1: wid 2: task_wid 2
        task_id 0: seq_n 12: chunk_id 2: wid 1: task_wid 1
        task_id 0: seq_n 13: chunk_id 3: wid 2: task_wid 2
        task_id 0: seq_n 14: chunk_id 4: wid 1: task_wid 1
        task_id 0: seq_n 15: chunk_id 5: wid 2: task_wid 2
        task_id 0: seq_n 16: chunk_id 6: wid 1: task_wid 1
        task_id 0: seq_n 17: chunk_id 7: wid 2: task_wid 2
        task_id 0: seq_n 18: chunk_id 8: wid 1: task_wid 1
        task_id 0: seq_n 19: chunk_id 9: wid 2: task_wid 2
        task_id 1: seq_n 21: chunk_id 1: wid 3: task_wid 1
        task_id 1: seq_n 22: chunk_id 1: wid 3: task_wid 1
        task_id 1: seq_n 23: chunk_id 1: wid 3: task_wid 1
        task_id 1: seq_n 24: chunk_id 1: wid 3: task_wid 1
        task_id 1: seq_n 25: chunk_id 1: wid 3: task_wid 1
        task_id 1: seq_n 26: chunk_id 2: wid 4: task_wid 2
        task_id 1: seq_n 27: chunk_id 2: wid 4: task_wid 2
        task_id 1: seq_n 28: chunk_id 2: wid 4: task_wid 2
        task_id 1: seq_n 29: chunk_id 2: wid 4: task_wid 2
        task_id 2: seq_n 31: chunk_id 1: wid 5: task_wid 1
        task_id 2: seq_n 32: chunk_id 1: wid 5: task_wid 1
        task_id 2: seq_n 33: chunk_id 1: wid 5: task_wid 1
        task_id 2: seq_n 34: chunk_id 2: wid 6: task_wid 2
        task_id 2: seq_n 35: chunk_id 2: wid 6: task_wid 2
        task_id 2: seq_n 36: chunk_id 2: wid 6: task_wid 2
        task_id 2: seq_n 37: chunk_id 3: wid 5: task_wid 1
        task_id 2: seq_n 38: chunk_id 3: wid 5: task_wid 1
        task_id 2: seq_n 39: chunk_id 3: wid 5: task_wid 1


GLOBALLY SCOPED VARIABLES AND MCE MODELS

       It is possible that Perl may create a new code ref on subsequent runs
       causing MCE models to re-spawn. One solution to this is to declare
       global variables, referenced by workers, with "our" instead of "my".

       Let's take a look. The $i variable is declared with my and being
       reference in both user_begin and mce_loop blocks. This will cause Perl
       to create a new code ref for mce_loop on subsequent runs.

        use MCE::Loop;

        my $i = 0;   ## <-- this is the reason, try our instead

        MCE::Loop::init {
           user_begin => sub {
              print "process_id: $$\n" if MCE->wid == 1;
              $i++;
           },
           chunk_size => 1, max_workers => 'auto',
        };

        for (1..2) {
           ## Perl creates another code block ref causing workers
           ## to re-spawn on subsequent runs.
           print "\n"; mce_loop { print "$i: $_\n" } 1..4;
        }

        MCE::Loop::finish;

        -- Output

        process_id: 51380
        1: 1
        1: 2
        1: 3
        1: 4

        process_id: 51388
        1: 1
        1: 2
        1: 3
        1: 4

       By making the one line change, we see that workers persist for the
       duration of the script.

        use MCE::Loop;

        our $i = 0;  ## <-- changed my to our

        MCE::Loop::init {
           user_begin => sub {
              print "process_id: $$\n" if MCE->wid == 1;
              $i++;
           },
           chunk_size => 1, max_workers => 'auto',
        };

        for (1..2) {
           ## Workers persist between runs. No re-spawning.
           print "\n"; mce_loop { print "$i: $_\n" } 1..4;
        }

        -- Output

        process_id: 51457
        1: 1
        1: 2
        1: 4
        1: 3

        process_id: 51457
        2: 1
        2: 2
        2: 3
        2: 4

       One may alternatively specify a code reference to existing routines for
       user_begin and mce_loop. Take notice of the comma after \&_func though.

        use MCE::Loop;

        my $i = 0;  ## my (ok)

        sub _begin {
           print "process_id: $$\n" if MCE->wid == 1;
           $i++;
        }
        sub _func {
           print "$i: $_\n";
        }

        MCE::Loop::init {
           user_begin => \&_begin,
           chunk_size => 1, max_workers => 'auto',
        };

        for (1..2) {
           print "\n"; mce_loop \&_func, 1..4;
        }

        MCE::Loop::finish;

        -- Output

        process_id: 51626
        1: 1
        1: 2
        1: 3
        1: 4

        process_id: 51626
        2: 1
        2: 2
        2: 3
        2: 4


MANDELBROT DEMONSTRATION

       For the next demonstration, MCE::Relay allows a section of code to run
       serially and orderly between workers. Relay capabilities is enabled
       with the "init_relay" option, which loads MCE::Relay.

        # perl mandelbrot.pl 16000 > image.pbm
        # outputs a pbm binary to STDOUT

        # The Computer Language Benchmarks Game
        # http://benchmarksgame.alioth.debian.org/
        #
        # Started with:
        # C#  : Adapted by Antti Lankila from Isaac Gouy's implementation
        # Perl: Contributed by Mykola Zubach
        #
        # MCE::Loop version by Mario Roy
        # requires MCE 1.807+

        use strict;
        use warnings;

        use MCE::Loop;

        use constant MAXITER => 50;
        use constant LIMIT   => 4.0;
        use constant XMIN    => -1.5;
        use constant YMIN    => -1.0;

        my ( $w, $h, $m, $invN );

        sub draw_lines {
           my ( $y1, $y2 ) = @_;
           my @result;

           # Workers run simultaneously, in parallel.

           for my $y ( $y1 .. $y2 ) {
              my ( $bits, $xcounter, @line ) = ( 0, 0 );
              my $Ci = $y * $invN + YMIN;

              for my $x ( 0 .. $w - 1 ) {
                 my ( $Zr, $Zi, $Tr, $Ti ) = ( 0, 0, 0, 0 );
                 my $Cr = $x * $invN + XMIN;

                 $bits = $bits << 1;

                 for ( 1 .. MAXITER ) {
                    $Zi = $Zi * 2 * $Zr + $Ci;
                    $Zr = $Tr - $Ti + $Cr;
                    $Ti = $Zi * $Zi, $Tr = $Zr * $Zr;

                    $bits |= 1, last if ( $Tr + $Ti > LIMIT );
                 }

                 if ( ++$xcounter == 8 ) {
                    push @line, $bits ^ 0xff;
                    $bits = $xcounter = 0;
                 }
              }

              if ( $xcounter ) {
                 push @line, ( $bits << ( 8 - $xcounter ) ) ^ 0xff;
              }

              push @result, pack 'C*', @line;
           }

           # Statements between lock & unlock are processed serially & orderly.

           MCE->relay_lock;

           print @result;          # Workers display upper-half only.
           MCE->gather( @result ); # Gather lines for the manager-process.

           MCE->relay_unlock;
        }

        ## MAIN()

        # Important, must flush output immediately.

        $| = 1; binmode STDOUT;

        $w = $h = shift || 200;
        $m = int( $h / 2 );
        $invN = 2 / $w;

        print "P4\n$w $h\n"; # PBM image header.

        # Workers display upper-half only. Also, lines are gathered to be
        # displayed later by the manager-process after running.

        MCE::Loop->init(
           init_relay  => 0, # Enables MCE::Relay capabilities if defined.
           max_workers => 4,
           bounds_only => 1,
        );

        my @upper = mce_loop_s { draw_lines( $_[1][0], $_[1][1] ) } 0, $m;

        MCE::Loop->finish;

        # Remove first and last lines from the upper half.
        # Then, output bottom half.

        shift @upper, pop @upper;
        print reverse @upper;


MONTE CARLO SIMULATION

       There is an article on the web (search for comp.lang.perl.misc MCE)
       suggesting that MCE::Examples does not cover a simple simulation
       scenario. This section demonstrates just that.

       The serial code is based off the one by "gamo". A sleep is added to
       imitate extra CPU time. The while loop is wrapped within a for loop to
       run 10 times.  The random number generator is seeded as well.

        use Time::HiRes qw/sleep time/;

        srand 5906;

        my ($var, $foo, $bar) = (1, 2, 3);
        my ($r, $a, $b);

        my $start = time;

        for (1..10) {
           while (1) {
              $r = rand;

              $a = $r * ($var + $foo + $bar);
              $b = sqrt($var + $foo + $bar);

              last if ($a < $b + 0.001 && $a > $b - 0.001);
              sleep 0.002;
           }

           print "$r -> $a\n";
        }

        my $end = time;

        printf {*STDERR} "\n## compute time: %0.03f secs\n\n", $end - $start;

        -- Output

        0.408246276657106 -> 2.44947765994264
        0.408099657137821 -> 2.44859794282693
        0.408285842931324 -> 2.44971505758794
        0.408342292008765 -> 2.45005375205259
        0.408333076522673 -> 2.44999845913604
        0.408344266898869 -> 2.45006560139321
        0.408084104120526 -> 2.44850462472316
        0.408197400014714 -> 2.44918440008828
        0.408344783704855 -> 2.45006870222913
        0.408248062985479 -> 2.44948837791287

        ## compute time: 93.049 secs

       Next, we'd do the same with MCE. The demonstration requires at least
       MCE 1.509 to run properly. Folks on prior releases (1.505 - 1.508) will
       not see output for the 2nd run and beyond.

        use Time::HiRes qw/sleep time/;
        use MCE::Loop;

        srand 5906;

        ## Configure MCE. Move common variables inside the user_begin
        ## block when not needed by the manager process.

        MCE::Loop::init {
           user_begin => sub {
              use vars qw($var $foo $bar);
              our ($var, $foo, $bar) = (1, 2, 3);
           },
           chunk_size => 1, max_workers => 'auto',
           input_data => \&_input, gather => \&_gather
        };

        ## Callback functions.

        my ($done, $r, $a);

        sub _input {
           return if $done;
           return rand;
        }

        sub _gather {
           my ($_r, $_a, $_b) = @_;
           return if $done;

           if ($_a < $_b + 0.001 && $_a > $_b - 0.001) {
              ($done, $r, $a) = (1, $_r, $_a);
           }
           return;
        }

        ## Compute in parallel.

        my $start = time;

        for (1..10) {
           $done = 0;      ## Reset $done before running

           mce_loop {
            # my ($mce, $chunk_ref, $chunk_id) = @_;
            # my $r = $chunk_ref->[0];

              my $r = $_;  ## Valid due to chunk_size => 1

              my $a = $r * ($var + $foo + $bar);
              my $b = sqrt($var + $foo + $bar);

              MCE->gather($r, $a, $b);
              sleep 0.002;
           };

           print "$r -> $a\n";
        }

        printf "\n## compute time: %0.03f secs\n\n", time - $start;

        -- Output

        0.408246276657106 -> 2.44947765994264
        0.408099657137821 -> 2.44859794282693
        0.408285842931324 -> 2.44971505758794
        0.408342292008765 -> 2.45005375205259
        0.408333076522673 -> 2.44999845913604
        0.408344266898869 -> 2.45006560139321
        0.408084104120526 -> 2.44850462472316
        0.408197400014714 -> 2.44918440008828
        0.408344783704855 -> 2.45006870222913
        0.408248062985479 -> 2.44948837791287

        ## compute time: 12.990 secs

       Well, there you have it. MCE is able to complete the same simulation
       many times faster.


MANY WORKERS RUNNING IN PARALLEL

       There are occasions when one wants several workers to run in parallel
       without having to specify input_data or sequence. These two options are
       optional in MCE. The "do" and "sendto" methods, for sending data to the
       manager process, are demonstrated below. Both process serially by the
       manager process on a first come, first serve basis.

        use MCE::Flow max_workers => 4;

        sub report_stats {
           my ($wid, $msg, $h_ref) = @_;
           print "Worker $wid says $msg: ", $h_ref->{"counter"}, "\n";
        }

        mce_flow sub {
           my ($mce) = @_;
           my $wid = MCE->wid;

           if ($wid == 1) {
              my %h = ("counter" => 0);
              while (1) {
                 $h{"counter"} += 1;
                 MCE->do("report_stats", $wid, "Hey there", \%h);
                 last if ($h{"counter"} == 4);
                 sleep 2;
              }
           }
           else {
              my %h = ("counter" => 0);
              while (1) {
                 $h{"counter"} += 1;
                 MCE->do("report_stats", $wid, "Welcome..", \%h);
                 last if ($h{"counter"} == 2);
                 sleep 4;
              }
           }

           MCE->print(\*STDERR, "Worker $wid is exiting\n");
        };

        -- Output

        Note how worker 2 comes first in the 2nd run below.

        $ ./demo.pl
        Worker 1 says Hey there: 1
        Worker 2 says Welcome..: 1
        Worker 3 says Welcome..: 1
        Worker 4 says Welcome..: 1
        Worker 1 says Hey there: 2
        Worker 2 says Welcome..: 2
        Worker 3 says Welcome..: 2
        Worker 1 says Hey there: 3
        Worker 2 is exiting
        Worker 3 is exiting
        Worker 4 says Welcome..: 2
        Worker 4 is exiting
        Worker 1 says Hey there: 4
        Worker 1 is exiting

        $ ./demo.pl
        Worker 2 says Welcome..: 1
        Worker 1 says Hey there: 1
        Worker 4 says Welcome..: 1
        Worker 3 says Welcome..: 1
        Worker 1 says Hey there: 2
        Worker 2 says Welcome..: 2
        Worker 4 says Welcome..: 2
        Worker 3 says Welcome..: 2
        Worker 2 is exiting
        Worker 4 is exiting
        Worker 1 says Hey there: 3
        Worker 3 is exiting
        Worker 1 says Hey there: 4
        Worker 1 is exiting


TESTING AND CAPTURING OUTPUT

       Capturing "STDERR" and "STDOUT" is possible with App::Cmd::Tester.  MCE
       v1.708 or later is required to run the demonstration.

        use App::Cmd::Tester;
        use MCE;

        my $mce = MCE->new(
           max_workers => 4,

           user_func => sub {
              my $wid = MCE->wid;

              # MCE->sendto('stderr', "$wid: sendto err\n");
              # MCE->sendto(\*STDERR, "$wid: sendto err\n");
                MCE->print(\*STDERR, "$wid: print err\n");

              # MCE->sendto('stdout', "$wid: sendto out\n");
              # MCE->sendto(\*STDOUT, "$wid: sendto out\n");
              # MCE->print(\*STDOUT, "$wid: print out\n");
                MCE->print("$wid: print out\n");
           }
        );

        my $result = test_app(
           $mce => []
        );

        print "# stderr\n";
        print $result->stderr;
        print "\n";

        print "# stdout\n";
        print $result->stdout;
        print "\n";

        print "# output\n";
        print $result->output;
        print "\n";

        print "# exit code\n";
        print $result->exit_code;
        print "\n\n";

        -- Output

        # stderr
        3: print err
        4: print err
        1: print err
        2: print err

        # stdout
        3: print out
        4: print out
        1: print out
        2: print out

        # output
        3: print err
        3: print out
        4: print err
        1: print err
        4: print out
        1: print out
        2: print err
        2: print out

        # exit code
        0

       The next demonstration captures a sequence of numbers orderly. The slot
       name for "IO::TieCombine" must be "stdout" or "stderr" for MCE->print
       to work.

        use MCE::Flow;
        use MCE::Candy;
        use IO::TieCombine;

        my $hub = IO::TieCombine->new;

        {
           tie local *STDOUT, $hub, 'stdout';

           MCE::Flow::init {
              max_workers => 4,
              chunk_size  => 500,
              bounds_only => 1,
              gather      => MCE::Candy::out_iter_fh(\*STDOUT),
           };

           mce_flow_s sub {
              my ($mce, $seq, $chunk_id) = @_;
              my $output = '';

              for my $n ( $seq->[0] .. $seq->[1] ) {
                 $output .= "$n\n";
              }

              # do this if output order is not required
              # $mce->print(\*STDOUT, $output);

              # or this if preserving output order is desired
                $mce->gather($chunk_id, $output);

           }, 1, 100000;

           MCE::Flow::finish;
        }

        my $content = $hub->slot_contents('stdout');
        my $answer  = join("", map { "$_\n" } 1..100000);

        if ($content eq $answer) {
           print "ordered: yes\n";
        } else {
           print "ordered: no\n";
        }

        -- Output

        ordered: yes


CROSS-PLATFORM TEMPLATE FOR BINARY EXECUTABLE

       Making an executable is possible with the PAR::Packer module.  On the
       Windows platform, threads, threads::shared, and exiting via threads are
       necessary for the binary to exit successfully.

        # https://metacpan.org/pod/PAR::Packer
        # https://metacpan.org/pod/pp
        #
        #   pp -o demo.exe demo.pl
        #   ./demo.exe

        use strict;
        use warnings;

        use if $^O eq "MSWin32", "threads";
        use if $^O eq "MSWin32", "threads::shared";

        use Time::HiRes (); # include minimum dependencies for MCE
        use Storable ();

        use IO::FDPass ();  # optional: for MCE::Shared->condvar, handle, queue
        use Sereal ();      # optional: faster serialization, may omit Storable

        use MCE;

        my $mce = MCE->new(
           max_workers => 4,
           user_func => sub {
              print "hello from ", MCE->wid(), "\n";
           }
        );

        $mce->run();

        threads->exit(0) if $INC{"threads.pm"};

       With MCE::Shared 1.808 and later releases, MCE::Hobo works just the
       same. The following compiles fine on UNIX and the Windows platform.

        # https://metacpan.org/pod/PAR::Packer
        # https://metacpan.org/pod/pp
        #
        #   pp -o demo.exe demo.pl
        #   ./demo.exe

        use strict;
        use warnings;

        use if $^O eq "MSWin32", "threads";
        use if $^O eq "MSWin32", "threads::shared";

        use Time::HiRes (); # include minimum dependencies for MCE::Hobo
        use Storable ();

        use IO::FDPass ();  # optional: for MCE::Shared->condvar, handle, queue
        use Sereal ();      # optional: faster serialization, may omit Storable

        use MCE::Hobo;      # 1.808 or later on Windows
        use MCE::Shared;

        my $seq_a = MCE::Shared->sequence( 1, 30 );

        sub task {
           my ( $id ) = @_;
           while ( defined ( my $num = $seq_a->next ) ) {
              print "$id: $num\n";
           }
        }

        MCE::Hobo->new( \&task, $_ ) for 1 .. 2;
        MCE::Hobo->waitall;

        threads->exit(0) if $INC{"threads.pm"};


FCGI::PROCMANAGER DEMONSTRATIONS

       The demonstrations requires MCE 1.804 to run. Otherwise, the MCE
       "posix_exit" option must be specified and set to 1. This applies to
       UNIX only and set automatically in 1.804 when "(F)CGI.pm" is present.

        #!/usr/bin/perl

        # http://127.0.0.1/cgi-bin/test_mce1.fcgi
        # http://127.0.0.1/cgi-bin/test_mce1.fcgi?size=8

        use strict;
        use warnings;

        use MCE::Map max_workers => 3;

        use CGI::Fast;
        use FCGI::ProcManager;

        my $count = 0;

        my $proc_manager = FCGI::ProcManager->new({ n_processes => 4 });
        $proc_manager->pm_manage();

        while ( my $query = CGI::Fast->new() ) {
           $proc_manager->pm_pre_dispatch();

           print "Content-type: text/html\r\n\r\n";
           print "$$: ", ++$count, "<br>\n";
           print "<hr>\n";

           print "$_ = $ENV{$_}<br>\n" foreach sort keys %ENV;
           print "<hr>\n";

           my %params;

           foreach ( sort $query->param() ) {
              $params{$_} = $query->param($_);
              print $_, " = ", $params{$_}, "<br>\n";
           }

           print "<hr>\n";

           my @ret = mce_map { "$$: ".( $_ * 2 ) } 1 .. $params{'size'} || 8;

           print join("<br>\n", @ret), "<br>\n";

           $proc_manager->pm_post_dispatch();
        }

       Initializing MCE options before calling "pm_manage" is not recommended.
       The following is one way to do it and does the same thing.

        #!/usr/bin/perl

        # http://127.0.0.1/cgi-bin/test_mce2.fcgi
        # http://127.0.0.1/cgi-bin/test_mce2.fcgi?size=8

        use strict;
        use warnings;

        use MCE::Map;

        use CGI::Fast;
        use FCGI::ProcManager;

        my ($first_time, $count) = (1, 0);

        my $proc_manager = FCGI::ProcManager->new({ n_processes => 4 });
        $proc_manager->pm_manage();

        while ( my $query = CGI::Fast->new() ) {
           $proc_manager->pm_pre_dispatch();

           print "Content-type: text/html\r\n\r\n";
           print "$$: ", ++$count, "<br>\n";
           print "<hr>\n";

           print "$_ = $ENV{$_}<br>\n" foreach sort keys %ENV;
           print "<hr>\n";

           my %params;

           foreach ( sort $query->param() ) {
              $params{$_} = $query->param($_);
              print $_, " = ", $params{$_}, "<br>\n";
           }

           print "<hr>\n";

           if ( $first_time ) {
              MCE::Map::init( max_workers => 3 );
           }

           my @ret = mce_map { "$$: ".( $_ * 2 ) } 1 .. $params{'size'} || 8;

           print join("<br>\n", @ret), "<br>\n";

           $proc_manager->pm_post_dispatch();
        }

       Sharing data is possible via "MCE::Shared" between "FCGI" and "MCE"
       workers.  The following is a demonstration utilizing a shared counter
       variable which increments by one regardless of the "FCGI" worker
       serving the request.

        #!/usr/bin/perl

        # http://127.0.0.1/cgi-bin/test_mce3.fcgi
        # http://127.0.0.1/cgi-bin/test_mce3.fcgi?size=8

        use strict;
        use warnings;

        use MCE::Map;
        use MCE::Shared;

        use CGI::Fast;
        use FCGI::ProcManager;

        # Shared variables must be defined before FCGI::ProcManager.
        my $count = MCE::Shared->scalar( 0 );
        my $first_time = 1;

        my $proc_manager = FCGI::ProcManager->new({ n_processes => 4 });
        $proc_manager->pm_manage();

        # Optional, the following statement must come after $pm->pm_manage.
        MCE::Shared->init(); # enables shared parallel-IPC capabilities

        while ( my $query = CGI::Fast->new() ) {
           $proc_manager->pm_pre_dispatch();

           print "Content-type: text/html\r\n\r\n";
           print "$$: ", $count->incr(), "<br>\n";
           print "<hr>\n";

           print "$_ = $ENV{$_}<br>\n" foreach sort keys %ENV;
           print "<hr>\n";

           my %params;

           foreach ( sort $query->param() ) {
              $params{$_} = $query->param($_);
              print $_, " = ", $params{$_}, "<br>\n";
           }

           print "<hr>\n";

           if ( $first_time ) {
              MCE::Map->init( max_workers => 3 );
              $first_time = 0;
           }

           my @ret = mce_map { "$$: ".( $_ * 2 ) } 1 .. $params{'size'} || 8;

           print join("<br>\n", @ret), "<br>\n";

           $proc_manager->pm_post_dispatch();
        }

       Resetting the environment is helpful during development. The shared-
       manager process stops immediately upon receiving the "TERM" signal.

        killall -TERM perl-fcgi perl-fcgi-pm ; service httpd restart


TK DEMONSTRATIONS

       The demonstrations requires MCE 1.805 to run. Otherwise, the MCE
       "posix_exit" option must be specified and set to 1. This applies to
       UNIX only and set automatically in 1.805 when "Tk.pm" is present.

        #!/usr/bin/perl

        use strict;
        use warnings;

        use MCE;
        use Tk;

        my $mw = MainWindow->new( -title => 'MCE/Tk Test' );

        $mw->geometry( '300x300' );
        $mw->Button( -text => "Test MCE", -command => \&test_mce )->pack();

        my $frame = $mw->Frame->pack( -fill => 'x' );

        my $mce = MCE->new(
           max_workers => 4,
           user_func => sub {
              my @args = @{ MCE->user_args() };
              print MCE->pid(), ": $_\n";
           },
        )->spawn;

        MainLoop;

        # Do not call $mce->shutdown on Windows ($^O eq 'MSWin32').
        # Workers terminate with the application.
        #
        # $mce->shutdown();

        print "Exiting...\n";

        sub test_mce {
           $mce->process({
              user_args  => [ 'arg1', 'arg2', 'argN' ],
              input_data => [ 1 .. 10 ],
              chunk_size => 1,
           });
        }

       The following demonstration does the same thing via MCE::Flow.

        #!/usr/bin/perl

        use strict;
        use warnings;

        use MCE::Flow max_workers => 4;
        use Tk;

        my $mw = MainWindow->new( -title => 'MCE/Tk Test' );

        $mw->geometry( '300x300' );
        $mw->Button( -text => "Test MCE", -command => \&test_mce )->pack();

        my $frame = $mw->Frame->pack( -fill => 'x' );

        sub task {
           my @args = @{ MCE->user_args() };
           print MCE->pid(), ": $_\n";
        }

        MainLoop;

        print "Exiting...\n";

        sub test_mce {
           MCE::Flow->init(
              user_args  => [ 'arg1', 'arg2', 'argN' ],
              chunk_size => 1
           );
           MCE::Flow->run( \&task, [ 1 .. 10 ] );
        }

       MCE::Hobo 1.804 or later is another possibility if running on a UNIX
       platform.

        #!/usr/bin/perl

        use strict;
        use warnings;

        use MCE::Hobo;
        use Tk;

        my $mw = MainWindow->new( -title => 'MCE/Tk Test' );

        $mw->geometry( '300x300' );
        $mw->Button( -text => "Test MCE", -command => \&test_mce )->pack();

        my $frame = $mw->Frame->pack( -fill => 'x' );

        sub task {
           my @args = @_;
           print MCE::Hobo->pid(), ": $_\n";
        }

        MainLoop;

        print "Exiting...\n";

        sub test_mce {
           MCE::Hobo->create(\&task, 'arg1', 'arg2', 'argN') for ( 1 .. 4 );
           MCE::Hobo->waitall();
        }


INDEX

       MCE(3), MCE::Core(3)


AUTHOR

       Mario E. Roy, <marioeroyA ATA gmailA DOTA com>



perl v5.28.2                      2019-07-24                  MCE::Examples(3)

mce 1.843.0 - Generated Tue Aug 6 08:16:16 CDT 2019
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