Created
February 13, 2013 03:55
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Multicore matrix multiplication using PDL::Parallel::threads
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| #!/usr/bin/env perl | |
| ## | |
| ## Usage: | |
| ## perl matmult_pdl_thr.pl 1024 ## Default size is 512: $c = $a * $b | |
| ## | |
| ## by David Mertens | |
| ## based on code by Mario Roy | |
| ################# | |
| # Preliminaries # | |
| ################# | |
| use strict; | |
| use warnings; | |
| my $prog_name = $0; $prog_name =~ s{^.*[\\/]}{}g; | |
| use Time::HiRes qw(time); | |
| use PDL; | |
| use PDL::Parallel::threads qw(retrieve_pdls); | |
| use PDL::Parallel::threads::SIMD qw(parallel_id parallelize); | |
| # Get the matrix size and croak on bad input | |
| my $tam = @ARGV ? shift : 512; | |
| die "Error: $tam must be an integer greater than 1.\n" | |
| if $tam !~ /^\d+$/ or $tam < 2; | |
| my $cols = $tam; | |
| my $rows = $tam; | |
| ########################### | |
| # Create some shared data # | |
| ########################### | |
| sequence($cols, $rows)->share_as('left_input'); | |
| sequence($rows, $cols)->share_as('right_input'); | |
| my $output = zeroes($rows, $rows)->share_as('output'); | |
| my $N_threads = 4; | |
| ################################### | |
| # Run the calculation in parallel # | |
| ################################### | |
| my $start = time(); | |
| parallelize { | |
| my ($l, $r, $o) = retrieve_pdls('left_input', 'right_input', 'output'); | |
| my $pid = parallel_id; | |
| # chop up the input matrix based on the number of rows and the number | |
| # of threads. | |
| my $step = int($rows / $N_threads); | |
| my $start = $pid * $step; | |
| my $stop = ($pid + 1) * $step - 1; | |
| $stop = $rows - 1 if $stop >= $rows; | |
| use PDL::NiceSlice; | |
| $o(:, $start:$stop) .= $l(:,$start:$stop) x $r; | |
| no PDL::NiceSlice; | |
| } $N_threads; | |
| my $end = time(); | |
| ######################### | |
| # Print out the results # | |
| ######################### | |
| printf "## $prog_name $tam: compute time: %0.03f secs\n\n", $end - $start; | |
| for my $pair ([0, 0], [324, 5], [42, 172], [$tam-1, $tam-1]) { | |
| my ($row, $col) = @$pair; | |
| $row %= $rows; | |
| $col %= $cols; | |
| print "## ($row, $col): ", $output->at($row, $col), "\n"; | |
| } |
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