1MCE::Examples(3)      User Contributed Perl Documentation     MCE::Examples(3)
2
3
4

NAME

6       MCE::Examples - Various examples and demonstrations
7

VERSION

9       This document describes MCE::Examples version 1.837
10

INCLUDED WITH THE DISTRIBUTION

12       A wrapper script for parallelizing the grep binary. Hence, processing
13       is done by the binary, not Perl. This wrapper resides under the bin
14       directory.
15
16         mce_grep
17             A wrapper script with support for the following C binaries.
18             agrep, grep, egrep, fgrep, and tre-agrep
19
20             Chunking may be applied either at the [file] level, for large
21             file(s), or at the [list] level when parsing many files
22             recursively.
23
24             The gain in performance is noticeable for expensive patterns,
25             especially with agrep and tre-agrep.
26

MCE EXAMPLES ON GITHUB

28       The examples directory, beginning with 1.700, is maintained separately
29       at a Github repository <https://github.com/marioroy/mce-examples> and
30       no longer included with the Perl MCE distribution.
31

PROCESSING INPUT DATA

33       The next section describes ways to process input data in MCE.
34
35   CHUNK_SIZE => 1 (in essence, disabling chunking)
36       Imagine a long running process and wanting to parallelize an array
37       against a pool of workers. The sequence option may be used if simply
38       wanting to loop through a sequence of numbers instead.
39
40       Below, a callback function is used for displaying results. The logic
41       shows how one can output results immediately while still preserving
42       output order as if processing serially. The %tmp hash is a temporary
43       cache for out-of-order results.
44
45        use MCE;
46
47        ## Return an iterator for preserving output order.
48
49        sub preserve_order {
50           my (%result_n, %result_d); my $order_id = 1;
51
52           return sub {
53              my ($chunk_id, $n, $data) = @_;
54
55              $result_n{ $chunk_id } = $n;
56              $result_d{ $chunk_id } = $data;
57
58              while (1) {
59                 last unless exists $result_d{$order_id};
60
61                 printf "n: %5d sqrt(n): %7.3f\n",
62                    $result_n{$order_id}, $result_d{$order_id};
63
64                 delete $result_n{$order_id};
65                 delete $result_d{$order_id};
66
67                 $order_id++;
68              }
69
70              return;
71           };
72        }
73
74        ## Use $chunk_ref->[0] or $_ to retrieve the element.
75        my @input_data = (0 .. 18000 - 1);
76
77        my $mce = MCE->new(
78           gather => preserve_order, input_data => \@input_data,
79           chunk_size => 1, max_workers => 3,
80
81           user_func => sub {
82              my ($mce, $chunk_ref, $chunk_id) = @_;
83              MCE->gather($chunk_id, $_, sqrt($_));
84           }
85        );
86
87        $mce->run;
88
89       This does the same thing using the foreach "sugar" method.
90
91        use MCE;
92
93        sub preserve_order {
94           ...
95        }
96
97        my $mce = MCE->new(
98           chunk_size => 1, max_workers => 3,
99           gather => preserve_order
100        );
101
102        ## Use $chunk_ref->[0] or $_ to retrieve the element.
103        my @input_data = (0 .. 18000 - 1);
104
105        $mce->foreach( \@input_data, sub {
106           my ($mce, $chunk_ref, $chunk_id) = @_;
107           MCE->gather($chunk_id, $_, sqrt($_));
108        });
109
110       The 2 examples described above were done using the Core API. MCE 1.5
111       comes with several models. The MCE::Loop model is used below.
112
113        use MCE::Loop;
114
115        sub preserve_order {
116           ...
117        }
118
119        MCE::Loop::init {
120           chunk_size => 1, max_workers => 3,
121           gather => preserve_order
122        };
123
124        ## Use $chunk_ref->[0] or $_ to retrieve the element.
125        my @input_data = (0 .. 18000 - 1);
126
127        mce_loop {
128           my ($mce, $chunk_ref, $chunk_id) = @_;
129           MCE->gather($chunk_id, $_, sqrt($_));
130
131        } @input_data;
132
133        MCE::Loop::finish;
134
135   CHUNKING INPUT DATA
136       Chunking has the effect of reducing IPC overhead by many folds. A chunk
137       containing $chunk_size items is sent to the next available worker.
138
139        use MCE;
140
141        ## Return an iterator for preserving output order.
142
143        sub preserve_order {
144           my (%result_n, %result_d, $size); my $order_id = 1;
145
146           return sub {
147              my ($chunk_id, $n_ref, $data_ref) = @_;
148
149              $result_n{ $chunk_id } = $n_ref;
150              $result_d{ $chunk_id } = $data_ref;
151
152              while (1) {
153                 last unless exists $result_d{$order_id};
154                 $size = @{ $result_d{$order_id} };
155
156                 for (0 .. $size - 1) {
157                    printf "n: %5d sqrt(n): %7.3f\n",
158                       $result_n{$order_id}->[$_], $result_d{$order_id}->[$_];
159                 }
160
161                 delete $result_n{$order_id};
162                 delete $result_d{$order_id};
163
164                 $order_id++;
165              }
166
167              return;
168           };
169        }
170
171        ## Chunking requires one to loop inside the code block.
172        my @input_data = (0 .. 18000 - 1);
173
174        my $mce = MCE->new(
175           gather => preserve_order, input_data => \@input_data,
176           chunk_size => 500, max_workers => 3,
177
178           user_func => sub {
179              my ($mce, $chunk_ref, $chunk_id) = @_;
180              my (@n, @result);
181
182              foreach ( @{ $chunk_ref } ) {
183                 push @n, $_;
184                 push @result, sqrt($_);
185              }
186
187              MCE->gather($chunk_id, \@n, \@result);
188           }
189        );
190
191        $mce->run;
192
193       This does the same thing using the forchunk "sugar" method.
194
195        use MCE;
196
197        sub preserve_order {
198           ...
199        }
200
201        my $mce = MCE->new(
202           chunk_size => 500, max_workers => 3,
203           gather => preserve_order
204        );
205
206        ## Chunking requires one to loop inside the code block.
207        my @input_data = (0 .. 18000 - 1);
208
209        $mce->forchunk( \@input_data, sub {
210           my ($mce, $chunk_ref, $chunk_id) = @_;
211           my (@n, @result);
212
213           foreach ( @{ $chunk_ref } ) {
214              push @n, $_;
215              push @result, sqrt($_);
216           }
217
218           MCE->gather($chunk_id, \@n, \@result);
219        });
220
221       Finally, chunking with the MCE::Loop model.
222
223        use MCE::Loop;
224
225        sub preserve_order {
226           ...
227        }
228
229        MCE::Loop::init {
230           chunk_size => 500, max_workers => 3,
231           gather => preserve_order
232        };
233
234        ## Chunking requires one to loop inside the code block.
235        my @input_data = (0 .. 18000 - 1);
236
237        mce_loop {
238           my ($mce, $chunk_ref, $chunk_id) = @_;
239           my (@n, @result);
240
241           foreach ( @{ $chunk_ref } ) {
242              push @n, $_;
243              push @result, sqrt($_);
244           }
245
246           MCE->gather($chunk_id, \@n, \@result);
247
248        } @input_data;
249
250        MCE::Loop::finish;
251

DEMO APPLYING SEQUENCES WITH USER_TASKS

253       The following is an extract from the seq_demo.pl example included with
254       MCE.  Think of having several MCEs running in parallel. The sequence
255       and chunk_size options may be specified uniquely per each task.
256
257       The input scalar $_ (not shown below) contains the same value as $seq_n
258       in user_func.
259
260        use MCE;
261        use Time::HiRes 'sleep';
262
263        ## Run with seq_demo.pl | sort
264
265        sub user_func {
266           my ($mce, $seq_n, $chunk_id) = @_;
267
268           my $wid      = MCE->wid;
269           my $task_id  = MCE->task_id;
270           my $task_wid = MCE->task_wid;
271
272           if (ref $seq_n eq 'ARRAY') {
273              ## seq_n or $_ is an array reference when chunk_size > 1
274              foreach (@{ $seq_n }) {
275                 MCE->printf(
276                    "task_id %d: seq_n %s: chunk_id %d: wid %d: task_wid %d\n",
277                    $task_id,    $_,       $chunk_id,   $wid,   $task_wid
278                 );
279              }
280           }
281           else {
282              MCE->printf(
283                 "task_id %d: seq_n %s: chunk_id %d: wid %d: task_wid %d\n",
284                 $task_id,    $seq_n,   $chunk_id,   $wid,   $task_wid
285              );
286           }
287
288           sleep 0.003;
289
290           return;
291        }
292
293        ## Each task can be configured uniquely.
294
295        my $mce = MCE->new(
296           user_tasks => [{
297              max_workers => 2,
298              chunk_size  => 1,
299              sequence    => { begin => 11, end => 19, step => 1 },
300              user_func   => \&user_func
301           },{
302              max_workers => 2,
303              chunk_size  => 5,
304              sequence    => { begin => 21, end => 29, step => 1 },
305              user_func   => \&user_func
306           },{
307              max_workers => 2,
308              chunk_size  => 3,
309              sequence    => { begin => 31, end => 39, step => 1 },
310              user_func   => \&user_func
311           }]
312        );
313
314        $mce->run;
315
316        -- Output
317
318        task_id 0: seq_n 11: chunk_id 1: wid 2: task_wid 2
319        task_id 0: seq_n 12: chunk_id 2: wid 1: task_wid 1
320        task_id 0: seq_n 13: chunk_id 3: wid 2: task_wid 2
321        task_id 0: seq_n 14: chunk_id 4: wid 1: task_wid 1
322        task_id 0: seq_n 15: chunk_id 5: wid 2: task_wid 2
323        task_id 0: seq_n 16: chunk_id 6: wid 1: task_wid 1
324        task_id 0: seq_n 17: chunk_id 7: wid 2: task_wid 2
325        task_id 0: seq_n 18: chunk_id 8: wid 1: task_wid 1
326        task_id 0: seq_n 19: chunk_id 9: wid 2: task_wid 2
327        task_id 1: seq_n 21: chunk_id 1: wid 3: task_wid 1
328        task_id 1: seq_n 22: chunk_id 1: wid 3: task_wid 1
329        task_id 1: seq_n 23: chunk_id 1: wid 3: task_wid 1
330        task_id 1: seq_n 24: chunk_id 1: wid 3: task_wid 1
331        task_id 1: seq_n 25: chunk_id 1: wid 3: task_wid 1
332        task_id 1: seq_n 26: chunk_id 2: wid 4: task_wid 2
333        task_id 1: seq_n 27: chunk_id 2: wid 4: task_wid 2
334        task_id 1: seq_n 28: chunk_id 2: wid 4: task_wid 2
335        task_id 1: seq_n 29: chunk_id 2: wid 4: task_wid 2
336        task_id 2: seq_n 31: chunk_id 1: wid 5: task_wid 1
337        task_id 2: seq_n 32: chunk_id 1: wid 5: task_wid 1
338        task_id 2: seq_n 33: chunk_id 1: wid 5: task_wid 1
339        task_id 2: seq_n 34: chunk_id 2: wid 6: task_wid 2
340        task_id 2: seq_n 35: chunk_id 2: wid 6: task_wid 2
341        task_id 2: seq_n 36: chunk_id 2: wid 6: task_wid 2
342        task_id 2: seq_n 37: chunk_id 3: wid 5: task_wid 1
343        task_id 2: seq_n 38: chunk_id 3: wid 5: task_wid 1
344        task_id 2: seq_n 39: chunk_id 3: wid 5: task_wid 1
345

GLOBALLY SCOPED VARIABLES AND MCE MODELS

347       It is possible that Perl may create a new code ref on subsequent runs
348       causing MCE models to re-spawn. One solution to this is to declare
349       global variables, referenced by workers, with "our" instead of "my".
350
351       Let's take a look. The $i variable is declared with my and being
352       reference in both user_begin and mce_loop blocks. This will cause Perl
353       to create a new code ref for mce_loop on subsequent runs.
354
355        use MCE::Loop;
356
357        my $i = 0;   ## <-- this is the reason, try our instead
358
359        MCE::Loop::init {
360           user_begin => sub {
361              print "process_id: $$\n" if MCE->wid == 1;
362              $i++;
363           },
364           chunk_size => 1, max_workers => 'auto',
365        };
366
367        for (1..2) {
368           ## Perl creates another code block ref causing workers
369           ## to re-spawn on subsequent runs.
370           print "\n"; mce_loop { print "$i: $_\n" } 1..4;
371        }
372
373        MCE::Loop::finish;
374
375        -- Output
376
377        process_id: 51380
378        1: 1
379        1: 2
380        1: 3
381        1: 4
382
383        process_id: 51388
384        1: 1
385        1: 2
386        1: 3
387        1: 4
388
389       By making the one line change, we see that workers persist for the
390       duration of the script.
391
392        use MCE::Loop;
393
394        our $i = 0;  ## <-- changed my to our
395
396        MCE::Loop::init {
397           user_begin => sub {
398              print "process_id: $$\n" if MCE->wid == 1;
399              $i++;
400           },
401           chunk_size => 1, max_workers => 'auto',
402        };
403
404        for (1..2) {
405           ## Workers persist between runs. No re-spawning.
406           print "\n"; mce_loop { print "$i: $_\n" } 1..4;
407        }
408
409        -- Output
410
411        process_id: 51457
412        1: 1
413        1: 2
414        1: 4
415        1: 3
416
417        process_id: 51457
418        2: 1
419        2: 2
420        2: 3
421        2: 4
422
423       One may alternatively specify a code reference to existing routines for
424       user_begin and mce_loop. Take notice of the comma after \&_func though.
425
426        use MCE::Loop;
427
428        my $i = 0;  ## my (ok)
429
430        sub _begin {
431           print "process_id: $$\n" if MCE->wid == 1;
432           $i++;
433        }
434        sub _func {
435           print "$i: $_\n";
436        }
437
438        MCE::Loop::init {
439           user_begin => \&_begin,
440           chunk_size => 1, max_workers => 'auto',
441        };
442
443        for (1..2) {
444           print "\n"; mce_loop \&_func, 1..4;
445        }
446
447        MCE::Loop::finish;
448
449        -- Output
450
451        process_id: 51626
452        1: 1
453        1: 2
454        1: 3
455        1: 4
456
457        process_id: 51626
458        2: 1
459        2: 2
460        2: 3
461        2: 4
462

MANDELBROT DEMONSTRATION

464       For the next demonstration, MCE::Relay allows a section of code to run
465       serially and orderly between workers. Relay capabilities is enabled
466       with the "init_relay" option, which loads MCE::Relay.
467
468        # perl mandelbrot.pl 16000 > image.pbm
469        # outputs a pbm binary to STDOUT
470
471        # The Computer Language Benchmarks Game
472        # http://benchmarksgame.alioth.debian.org/
473        #
474        # Started with:
475        # C#  : Adapted by Antti Lankila from Isaac Gouy's implementation
476        # Perl: Contributed by Mykola Zubach
477        #
478        # MCE::Loop version by Mario Roy
479        # requires MCE 1.807+
480
481        use strict;
482        use warnings;
483
484        use MCE::Loop;
485
486        use constant MAXITER => 50;
487        use constant LIMIT   => 4.0;
488        use constant XMIN    => -1.5;
489        use constant YMIN    => -1.0;
490
491        my ( $w, $h, $m, $invN );
492
493        sub draw_lines {
494           my ( $y1, $y2 ) = @_;
495           my @result;
496
497           # Workers run simultaneously, in parallel.
498
499           for my $y ( $y1 .. $y2 ) {
500              my ( $bits, $xcounter, @line ) = ( 0, 0 );
501              my $Ci = $y * $invN + YMIN;
502
503              for my $x ( 0 .. $w - 1 ) {
504                 my ( $Zr, $Zi, $Tr, $Ti ) = ( 0, 0, 0, 0 );
505                 my $Cr = $x * $invN + XMIN;
506
507                 $bits = $bits << 1;
508
509                 for ( 1 .. MAXITER ) {
510                    $Zi = $Zi * 2 * $Zr + $Ci;
511                    $Zr = $Tr - $Ti + $Cr;
512                    $Ti = $Zi * $Zi, $Tr = $Zr * $Zr;
513
514                    $bits |= 1, last if ( $Tr + $Ti > LIMIT );
515                 }
516
517                 if ( ++$xcounter == 8 ) {
518                    push @line, $bits ^ 0xff;
519                    $bits = $xcounter = 0;
520                 }
521              }
522
523              if ( $xcounter ) {
524                 push @line, ( $bits << ( 8 - $xcounter ) ) ^ 0xff;
525              }
526
527              push @result, pack 'C*', @line;
528           }
529
530           # Statements between lock & unlock are processed serially & orderly.
531
532           MCE->relay_lock;
533
534           print @result;          # Workers display upper-half only.
535           MCE->gather( @result ); # Gather lines for the manager-process.
536
537           MCE->relay_unlock;
538        }
539
540        ## MAIN()
541
542        # Important, must flush output immediately.
543
544        $| = 1; binmode STDOUT;
545
546        $w = $h = shift || 200;
547        $m = int( $h / 2 );
548        $invN = 2 / $w;
549
550        print "P4\n$w $h\n"; # PBM image header.
551
552        # Workers display upper-half only. Also, lines are gathered to be
553        # displayed later by the manager-process after running.
554
555        MCE::Loop->init(
556           init_relay  => 0, # Enables MCE::Relay capabilities if defined.
557           max_workers => 4,
558           bounds_only => 1,
559        );
560
561        my @upper = mce_loop_s { draw_lines( $_[1][0], $_[1][1] ) } 0, $m;
562
563        MCE::Loop->finish;
564
565        # Remove first and last lines from the upper half.
566        # Then, output bottom half.
567
568        shift @upper, pop @upper;
569        print reverse @upper;
570

MONTE CARLO SIMULATION

572       There is an article on the web (search for comp.lang.perl.misc MCE)
573       suggesting that MCE::Examples does not cover a simple simulation
574       scenario. This section demonstrates just that.
575
576       The serial code is based off the one by "gamo". A sleep is added to
577       imitate extra CPU time. The while loop is wrapped within a for loop to
578       run 10 times.  The random number generator is seeded as well.
579
580        use Time::HiRes qw/sleep time/;
581
582        srand 5906;
583
584        my ($var, $foo, $bar) = (1, 2, 3);
585        my ($r, $a, $b);
586
587        my $start = time;
588
589        for (1..10) {
590           while (1) {
591              $r = rand;
592
593              $a = $r * ($var + $foo + $bar);
594              $b = sqrt($var + $foo + $bar);
595
596              last if ($a < $b + 0.001 && $a > $b - 0.001);
597              sleep 0.002;
598           }
599
600           print "$r -> $a\n";
601        }
602
603        my $end = time;
604
605        printf {*STDERR} "\n## compute time: %0.03f secs\n\n", $end - $start;
606
607        -- Output
608
609        0.408246276657106 -> 2.44947765994264
610        0.408099657137821 -> 2.44859794282693
611        0.408285842931324 -> 2.44971505758794
612        0.408342292008765 -> 2.45005375205259
613        0.408333076522673 -> 2.44999845913604
614        0.408344266898869 -> 2.45006560139321
615        0.408084104120526 -> 2.44850462472316
616        0.408197400014714 -> 2.44918440008828
617        0.408344783704855 -> 2.45006870222913
618        0.408248062985479 -> 2.44948837791287
619
620        ## compute time: 93.049 secs
621
622       Next, we'd do the same with MCE. The demonstration requires at least
623       MCE 1.509 to run properly. Folks on prior releases (1.505 - 1.508) will
624       not see output for the 2nd run and beyond.
625
626        use Time::HiRes qw/sleep time/;
627        use MCE::Loop;
628
629        srand 5906;
630
631        ## Configure MCE. Move common variables inside the user_begin
632        ## block when not needed by the manager process.
633
634        MCE::Loop::init {
635           user_begin => sub {
636              use vars qw($var $foo $bar);
637              our ($var, $foo, $bar) = (1, 2, 3);
638           },
639           chunk_size => 1, max_workers => 'auto',
640           input_data => \&_input, gather => \&_gather
641        };
642
643        ## Callback functions.
644
645        my ($done, $r, $a);
646
647        sub _input {
648           return if $done;
649           return rand;
650        }
651
652        sub _gather {
653           my ($_r, $_a, $_b) = @_;
654           return if $done;
655
656           if ($_a < $_b + 0.001 && $_a > $_b - 0.001) {
657              ($done, $r, $a) = (1, $_r, $_a);
658           }
659           return;
660        }
661
662        ## Compute in parallel.
663
664        my $start = time;
665
666        for (1..10) {
667           $done = 0;      ## Reset $done before running
668
669           mce_loop {
670            # my ($mce, $chunk_ref, $chunk_id) = @_;
671            # my $r = $chunk_ref->[0];
672
673              my $r = $_;  ## Valid due to chunk_size => 1
674
675              my $a = $r * ($var + $foo + $bar);
676              my $b = sqrt($var + $foo + $bar);
677
678              MCE->gather($r, $a, $b);
679              sleep 0.002;
680           };
681
682           print "$r -> $a\n";
683        }
684
685        printf "\n## compute time: %0.03f secs\n\n", time - $start;
686
687        -- Output
688
689        0.408246276657106 -> 2.44947765994264
690        0.408099657137821 -> 2.44859794282693
691        0.408285842931324 -> 2.44971505758794
692        0.408342292008765 -> 2.45005375205259
693        0.408333076522673 -> 2.44999845913604
694        0.408344266898869 -> 2.45006560139321
695        0.408084104120526 -> 2.44850462472316
696        0.408197400014714 -> 2.44918440008828
697        0.408344783704855 -> 2.45006870222913
698        0.408248062985479 -> 2.44948837791287
699
700        ## compute time: 12.990 secs
701
702       Well, there you have it. MCE is able to complete the same simulation
703       many times faster.
704

MANY WORKERS RUNNING IN PARALLEL

706       There are occasions when one wants several workers to run in parallel
707       without having to specify input_data or sequence. These two options are
708       optional in MCE. The "do" and "sendto" methods, for sending data to the
709       manager process, are demonstrated below. Both process serially by the
710       manager process on a first come, first serve basis.
711
712        use MCE::Flow max_workers => 4;
713
714        sub report_stats {
715           my ($wid, $msg, $h_ref) = @_;
716           print "Worker $wid says $msg: ", $h_ref->{"counter"}, "\n";
717        }
718
719        mce_flow sub {
720           my ($mce) = @_;
721           my $wid = MCE->wid;
722
723           if ($wid == 1) {
724              my %h = ("counter" => 0);
725              while (1) {
726                 $h{"counter"} += 1;
727                 MCE->do("report_stats", $wid, "Hey there", \%h);
728                 last if ($h{"counter"} == 4);
729                 sleep 2;
730              }
731           }
732           else {
733              my %h = ("counter" => 0);
734              while (1) {
735                 $h{"counter"} += 1;
736                 MCE->do("report_stats", $wid, "Welcome..", \%h);
737                 last if ($h{"counter"} == 2);
738                 sleep 4;
739              }
740           }
741
742           MCE->print(\*STDERR, "Worker $wid is exiting\n");
743        };
744
745        -- Output
746
747        Note how worker 2 comes first in the 2nd run below.
748
749        $ ./demo.pl
750        Worker 1 says Hey there: 1
751        Worker 2 says Welcome..: 1
752        Worker 3 says Welcome..: 1
753        Worker 4 says Welcome..: 1
754        Worker 1 says Hey there: 2
755        Worker 2 says Welcome..: 2
756        Worker 3 says Welcome..: 2
757        Worker 1 says Hey there: 3
758        Worker 2 is exiting
759        Worker 3 is exiting
760        Worker 4 says Welcome..: 2
761        Worker 4 is exiting
762        Worker 1 says Hey there: 4
763        Worker 1 is exiting
764
765        $ ./demo.pl
766        Worker 2 says Welcome..: 1
767        Worker 1 says Hey there: 1
768        Worker 4 says Welcome..: 1
769        Worker 3 says Welcome..: 1
770        Worker 1 says Hey there: 2
771        Worker 2 says Welcome..: 2
772        Worker 4 says Welcome..: 2
773        Worker 3 says Welcome..: 2
774        Worker 2 is exiting
775        Worker 4 is exiting
776        Worker 1 says Hey there: 3
777        Worker 3 is exiting
778        Worker 1 says Hey there: 4
779        Worker 1 is exiting
780

TESTING AND CAPTURING OUTPUT

782       Capturing "STDERR" and "STDOUT" is possible with App::Cmd::Tester.  MCE
783       v1.708 or later is required to run the demonstration.
784
785        use App::Cmd::Tester;
786        use MCE;
787
788        my $mce = MCE->new(
789           max_workers => 4,
790
791           user_func => sub {
792              my $wid = MCE->wid;
793
794              # MCE->sendto('stderr', "$wid: sendto err\n");
795              # MCE->sendto(\*STDERR, "$wid: sendto err\n");
796                MCE->print(\*STDERR, "$wid: print err\n");
797
798              # MCE->sendto('stdout', "$wid: sendto out\n");
799              # MCE->sendto(\*STDOUT, "$wid: sendto out\n");
800              # MCE->print(\*STDOUT, "$wid: print out\n");
801                MCE->print("$wid: print out\n");
802           }
803        );
804
805        my $result = test_app(
806           $mce => []
807        );
808
809        print "# stderr\n";
810        print $result->stderr;
811        print "\n";
812
813        print "# stdout\n";
814        print $result->stdout;
815        print "\n";
816
817        print "# output\n";
818        print $result->output;
819        print "\n";
820
821        print "# exit code\n";
822        print $result->exit_code;
823        print "\n\n";
824
825        -- Output
826
827        # stderr
828        3: print err
829        4: print err
830        1: print err
831        2: print err
832
833        # stdout
834        3: print out
835        4: print out
836        1: print out
837        2: print out
838
839        # output
840        3: print err
841        3: print out
842        4: print err
843        1: print err
844        4: print out
845        1: print out
846        2: print err
847        2: print out
848
849        # exit code
850        0
851
852       The next demonstration captures a sequence of numbers orderly. The slot
853       name for "IO::TieCombine" must be "stdout" or "stderr" for MCE->print
854       to work.
855
856        use MCE::Flow;
857        use MCE::Candy;
858        use IO::TieCombine;
859
860        my $hub = IO::TieCombine->new;
861
862        {
863           tie local *STDOUT, $hub, 'stdout';
864
865           MCE::Flow::init {
866              max_workers => 4,
867              chunk_size  => 500,
868              bounds_only => 1,
869              gather      => MCE::Candy::out_iter_fh(\*STDOUT),
870           };
871
872           mce_flow_s sub {
873              my ($mce, $seq, $chunk_id) = @_;
874              my $output = '';
875
876              for my $n ( $seq->[0] .. $seq->[1] ) {
877                 $output .= "$n\n";
878              }
879
880              # do this if output order is not required
881              # $mce->print(\*STDOUT, $output);
882
883              # or this if preserving output order is desired
884                $mce->gather($chunk_id, $output);
885
886           }, 1, 100000;
887
888           MCE::Flow::finish;
889        }
890
891        my $content = $hub->slot_contents('stdout');
892        my $answer  = join("", map { "$_\n" } 1..100000);
893
894        if ($content eq $answer) {
895           print "ordered: yes\n";
896        } else {
897           print "ordered: no\n";
898        }
899
900        -- Output
901
902        ordered: yes
903

CROSS-PLATFORM TEMPLATE FOR BINARY EXECUTABLE

905       Making an executable is possible with the PAR::Packer module.  On the
906       Windows platform, threads, threads::shared, and exiting via threads are
907       necessary for the binary to exit successfully.
908
909        # https://metacpan.org/pod/PAR::Packer
910        # https://metacpan.org/pod/pp
911        #
912        #   pp -o demo.exe demo.pl
913        #   ./demo.exe
914
915        use strict;
916        use warnings;
917
918        use if $^O eq "MSWin32", "threads";
919        use if $^O eq "MSWin32", "threads::shared";
920
921        use Time::HiRes (); # include minimum dependencies for MCE
922        use Storable ();
923
924        use IO::FDPass ();  # optional: for MCE::Shared->condvar, handle, queue
925        use Sereal ();      # optional: faster serialization, may omit Storable
926
927        use MCE;
928
929        my $mce = MCE->new(
930           max_workers => 4,
931           user_func => sub {
932              print "hello from ", MCE->wid(), "\n";
933           }
934        );
935
936        $mce->run();
937
938        threads->exit(0) if $INC{"threads.pm"};
939
940       With MCE::Shared 1.808 and later releases, MCE::Hobo works just the
941       same. The following compiles fine on UNIX and the Windows platform.
942
943        # https://metacpan.org/pod/PAR::Packer
944        # https://metacpan.org/pod/pp
945        #
946        #   pp -o demo.exe demo.pl
947        #   ./demo.exe
948
949        use strict;
950        use warnings;
951
952        use if $^O eq "MSWin32", "threads";
953        use if $^O eq "MSWin32", "threads::shared";
954
955        use Time::HiRes (); # include minimum dependencies for MCE::Hobo
956        use Storable ();
957
958        use IO::FDPass ();  # optional: for MCE::Shared->condvar, handle, queue
959        use Sereal ();      # optional: faster serialization, may omit Storable
960
961        use MCE::Hobo;      # 1.808 or later on Windows
962        use MCE::Shared;
963
964        my $seq_a = MCE::Shared->sequence( 1, 30 );
965
966        sub task {
967           my ( $id ) = @_;
968           while ( defined ( my $num = $seq_a->next ) ) {
969              print "$id: $num\n";
970           }
971        }
972
973        MCE::Hobo->new( \&task, $_ ) for 1 .. 2;
974        MCE::Hobo->waitall;
975
976        threads->exit(0) if $INC{"threads.pm"};
977

FCGI::PROCMANAGER DEMONSTRATIONS

979       The demonstrations requires MCE 1.804 to run. Otherwise, the MCE
980       "posix_exit" option must be specified and set to 1. This applies to
981       UNIX only and set automatically in 1.804 when "(F)CGI.pm" is present.
982
983        #!/usr/bin/perl
984
985        # http://127.0.0.1/cgi-bin/test_mce1.fcgi
986        # http://127.0.0.1/cgi-bin/test_mce1.fcgi?size=8
987
988        use strict;
989        use warnings;
990
991        use MCE::Map max_workers => 3;
992
993        use CGI::Fast;
994        use FCGI::ProcManager;
995
996        my $count = 0;
997
998        my $proc_manager = FCGI::ProcManager->new({ n_processes => 4 });
999        $proc_manager->pm_manage();
1000
1001        while ( my $query = CGI::Fast->new() ) {
1002           $proc_manager->pm_pre_dispatch();
1003
1004           print "Content-type: text/html\r\n\r\n";
1005           print "$$: ", ++$count, "<br>\n";
1006           print "<hr>\n";
1007
1008           print "$_ = $ENV{$_}<br>\n" foreach sort keys %ENV;
1009           print "<hr>\n";
1010
1011           my %params;
1012
1013           foreach ( sort $query->param() ) {
1014              $params{$_} = $query->param($_);
1015              print $_, " = ", $params{$_}, "<br>\n";
1016           }
1017
1018           print "<hr>\n";
1019
1020           my @ret = mce_map { "$$: ".( $_ * 2 ) } 1 .. $params{'size'} || 8;
1021
1022           print join("<br>\n", @ret), "<br>\n";
1023
1024           $proc_manager->pm_post_dispatch();
1025        }
1026
1027       Initializing MCE options before calling "pm_manage" is not recommended.
1028       The following is one way to do it and does the same thing.
1029
1030        #!/usr/bin/perl
1031
1032        # http://127.0.0.1/cgi-bin/test_mce2.fcgi
1033        # http://127.0.0.1/cgi-bin/test_mce2.fcgi?size=8
1034
1035        use strict;
1036        use warnings;
1037
1038        use MCE::Map;
1039
1040        use CGI::Fast;
1041        use FCGI::ProcManager;
1042
1043        my ($first_time, $count) = (1, 0);
1044
1045        my $proc_manager = FCGI::ProcManager->new({ n_processes => 4 });
1046        $proc_manager->pm_manage();
1047
1048        while ( my $query = CGI::Fast->new() ) {
1049           $proc_manager->pm_pre_dispatch();
1050
1051           print "Content-type: text/html\r\n\r\n";
1052           print "$$: ", ++$count, "<br>\n";
1053           print "<hr>\n";
1054
1055           print "$_ = $ENV{$_}<br>\n" foreach sort keys %ENV;
1056           print "<hr>\n";
1057
1058           my %params;
1059
1060           foreach ( sort $query->param() ) {
1061              $params{$_} = $query->param($_);
1062              print $_, " = ", $params{$_}, "<br>\n";
1063           }
1064
1065           print "<hr>\n";
1066
1067           if ( $first_time ) {
1068              MCE::Map::init( max_workers => 3 );
1069           }
1070
1071           my @ret = mce_map { "$$: ".( $_ * 2 ) } 1 .. $params{'size'} || 8;
1072
1073           print join("<br>\n", @ret), "<br>\n";
1074
1075           $proc_manager->pm_post_dispatch();
1076        }
1077
1078       Sharing data is possible via "MCE::Shared" between "FCGI" and "MCE"
1079       workers.  The following is a demonstration utilizing a shared counter
1080       variable which increments by one regardless of the "FCGI" worker
1081       serving the request.
1082
1083        #!/usr/bin/perl
1084
1085        # http://127.0.0.1/cgi-bin/test_mce3.fcgi
1086        # http://127.0.0.1/cgi-bin/test_mce3.fcgi?size=8
1087
1088        use strict;
1089        use warnings;
1090
1091        use MCE::Map;
1092        use MCE::Shared;
1093
1094        use CGI::Fast;
1095        use FCGI::ProcManager;
1096
1097        # Shared variables must be defined before FCGI::ProcManager.
1098        my $count = MCE::Shared->scalar( 0 );
1099        my $first_time = 1;
1100
1101        my $proc_manager = FCGI::ProcManager->new({ n_processes => 4 });
1102        $proc_manager->pm_manage();
1103
1104        # Optional, the following statement must come after $pm->pm_manage.
1105        MCE::Shared->init(); # enables shared parallel-IPC capabilities
1106
1107        while ( my $query = CGI::Fast->new() ) {
1108           $proc_manager->pm_pre_dispatch();
1109
1110           print "Content-type: text/html\r\n\r\n";
1111           print "$$: ", $count->incr(), "<br>\n";
1112           print "<hr>\n";
1113
1114           print "$_ = $ENV{$_}<br>\n" foreach sort keys %ENV;
1115           print "<hr>\n";
1116
1117           my %params;
1118
1119           foreach ( sort $query->param() ) {
1120              $params{$_} = $query->param($_);
1121              print $_, " = ", $params{$_}, "<br>\n";
1122           }
1123
1124           print "<hr>\n";
1125
1126           if ( $first_time ) {
1127              MCE::Map->init( max_workers => 3 );
1128              $first_time = 0;
1129           }
1130
1131           my @ret = mce_map { "$$: ".( $_ * 2 ) } 1 .. $params{'size'} || 8;
1132
1133           print join("<br>\n", @ret), "<br>\n";
1134
1135           $proc_manager->pm_post_dispatch();
1136        }
1137
1138       Resetting the environment is helpful during development. The shared-
1139       manager process stops immediately upon receiving the "TERM" signal.
1140
1141        killall -TERM perl-fcgi perl-fcgi-pm ; service httpd restart
1142

TK DEMONSTRATIONS

1144       The demonstrations requires MCE 1.805 to run. Otherwise, the MCE
1145       "posix_exit" option must be specified and set to 1. This applies to
1146       UNIX only and set automatically in 1.805 when "Tk.pm" is present.
1147
1148        #!/usr/bin/perl
1149
1150        use strict;
1151        use warnings;
1152
1153        use MCE;
1154        use Tk;
1155
1156        my $mw = MainWindow->new( -title => 'MCE/Tk Test' );
1157
1158        $mw->geometry( '300x300' );
1159        $mw->Button( -text => "Test MCE", -command => \&test_mce )->pack();
1160
1161        my $frame = $mw->Frame->pack( -fill => 'x' );
1162
1163        my $mce = MCE->new(
1164           max_workers => 4,
1165           user_func => sub {
1166              my @args = @{ MCE->user_args() };
1167              print MCE->pid(), ": $_\n";
1168           },
1169        )->spawn;
1170
1171        MainLoop;
1172
1173        # Do not call $mce->shutdown on Windows ($^O eq 'MSWin32').
1174        # Workers terminate with the application.
1175        #
1176        # $mce->shutdown();
1177
1178        print "Exiting...\n";
1179
1180        sub test_mce {
1181           $mce->process({
1182              user_args  => [ 'arg1', 'arg2', 'argN' ],
1183              input_data => [ 1 .. 10 ],
1184              chunk_size => 1,
1185           });
1186        }
1187
1188       The following demonstration does the same thing via MCE::Flow.
1189
1190        #!/usr/bin/perl
1191
1192        use strict;
1193        use warnings;
1194
1195        use MCE::Flow max_workers => 4;
1196        use Tk;
1197
1198        my $mw = MainWindow->new( -title => 'MCE/Tk Test' );
1199
1200        $mw->geometry( '300x300' );
1201        $mw->Button( -text => "Test MCE", -command => \&test_mce )->pack();
1202
1203        my $frame = $mw->Frame->pack( -fill => 'x' );
1204
1205        sub task {
1206           my @args = @{ MCE->user_args() };
1207           print MCE->pid(), ": $_\n";
1208        }
1209
1210        MainLoop;
1211
1212        print "Exiting...\n";
1213
1214        sub test_mce {
1215           MCE::Flow->init(
1216              user_args  => [ 'arg1', 'arg2', 'argN' ],
1217              chunk_size => 1
1218           );
1219           MCE::Flow->run( \&task, [ 1 .. 10 ] );
1220        }
1221
1222       MCE::Hobo 1.804 or later is another possibility if running on a UNIX
1223       platform.
1224
1225        #!/usr/bin/perl
1226
1227        use strict;
1228        use warnings;
1229
1230        use MCE::Hobo;
1231        use Tk;
1232
1233        my $mw = MainWindow->new( -title => 'MCE/Tk Test' );
1234
1235        $mw->geometry( '300x300' );
1236        $mw->Button( -text => "Test MCE", -command => \&test_mce )->pack();
1237
1238        my $frame = $mw->Frame->pack( -fill => 'x' );
1239
1240        sub task {
1241           my @args = @_;
1242           print MCE::Hobo->pid(), ": $_\n";
1243        }
1244
1245        MainLoop;
1246
1247        print "Exiting...\n";
1248
1249        sub test_mce {
1250           MCE::Hobo->create(\&task, 'arg1', 'arg2', 'argN') for ( 1 .. 4 );
1251           MCE::Hobo->waitall();
1252        }
1253

INDEX

1255       MCE, MCE::Core
1256

AUTHOR

1258       Mario E. Roy, <marioeroy AT gmail DOT com>
1259
1260
1261
1262perl v5.28.0                      2018-08-25                  MCE::Examples(3)
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