#!/usr/bin/env perl # Copyright 2010-2011 Microsoft Corporation # See ../../COPYING for clarification regarding multiple authors # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # THIS CODE IS PROVIDED *AS IS* BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY # KIND, EITHER EXPRESS OR IMPLIED, INCLUDING WITHOUT LIMITATION ANY IMPLIED # WARRANTIES OR CONDITIONS OF TITLE, FITNESS FOR A PARTICULAR PURPOSE, # MERCHANTABLITY OR NON-INFRINGEMENT. # See the Apache 2 License for the specific language governing permissions and # limitations under the License. # This program splits up any kind of .scp or archive-type file. # If there is no utt2spk option it will work on any text file and # will split it up with an approximately equal number of lines in # each but. # With the --utt2spk option it will work on anything that has the # utterance-id as the first entry on each line; the utt2spk file is # of the form "utterance speaker" (on each line). # It splits it into equal size chunks as far as it can. If you use the utt2spk # option it will make sure these chunks coincide with speaker boundaries. In # this case, if there are more chunks than speakers (and in some other # circumstances), some of the resulting chunks will be empty and it will print # an error message and exit with nonzero status. # You will normally call this like: # split_scp.pl scp scp.1 scp.2 scp.3 ... # or # split_scp.pl --utt2spk=utt2spk scp scp.1 scp.2 scp.3 ... # Note that you can use this script to split the utt2spk file itself, # e.g. split_scp.pl --utt2spk=utt2spk utt2spk utt2spk.1 utt2spk.2 ... # You can also call the scripts like: # split_scp.pl -j 3 0 scp scp.0 # [note: with this option, it assumes zero-based indexing of the split parts, # i.e. the second number must be 0 <= n < num-jobs.] use warnings; $num_jobs = 0; $job_id = 0; $utt2spk_file = ""; $one_based = 0; for ($x = 1; $x <= 3 && @ARGV > 0; $x++) { if ($ARGV[0] eq "-j") { shift @ARGV; $num_jobs = shift @ARGV; $job_id = shift @ARGV; } if ($ARGV[0] =~ /--utt2spk=(.+)/) { $utt2spk_file=$1; shift; } if ($ARGV[0] eq '--one-based') { $one_based = 1; shift @ARGV; } } if ($num_jobs != 0 && ($num_jobs < 0 || $job_id - $one_based < 0 || $job_id - $one_based >= $num_jobs)) { die "$0: Invalid job number/index values for '-j $num_jobs $job_id" . ($one_based ? " --one-based" : "") . "'\n" } $one_based and $job_id--; if(($num_jobs == 0 && @ARGV < 2) || ($num_jobs > 0 && (@ARGV < 1 || @ARGV > 2))) { die "Usage: split_scp.pl [--utt2spk=] in.scp out1.scp out2.scp ... or: split_scp.pl -j num-jobs job-id [--one-based] [--utt2spk=] in.scp [out.scp] ... where 0 <= job-id < num-jobs, or 1 <= job-id <- num-jobs if --one-based.\n"; } $error = 0; $inscp = shift @ARGV; if ($num_jobs == 0) { # without -j option @OUTPUTS = @ARGV; } else { for ($j = 0; $j < $num_jobs; $j++) { if ($j == $job_id) { if (@ARGV > 0) { push @OUTPUTS, $ARGV[0]; } else { push @OUTPUTS, "-"; } } else { push @OUTPUTS, "/dev/null"; } } } if ($utt2spk_file ne "") { # We have the --utt2spk option... open($u_fh, '<', $utt2spk_file) || die "$0: Error opening utt2spk file $utt2spk_file: $!\n"; while(<$u_fh>) { @A = split; @A == 2 || die "$0: Bad line $_ in utt2spk file $utt2spk_file\n"; ($u,$s) = @A; $utt2spk{$u} = $s; } close $u_fh; open($i_fh, '<', $inscp) || die "$0: Error opening input scp file $inscp: $!\n"; @spkrs = (); while(<$i_fh>) { @A = split; if(@A == 0) { die "$0: Empty or space-only line in scp file $inscp\n"; } $u = $A[0]; $s = $utt2spk{$u}; defined $s || die "$0: No utterance $u in utt2spk file $utt2spk_file\n"; if(!defined $spk_count{$s}) { push @spkrs, $s; $spk_count{$s} = 0; $spk_data{$s} = []; # ref to new empty array. } $spk_count{$s}++; push @{$spk_data{$s}}, $_; } # Now split as equally as possible .. # First allocate spks to files by allocating an approximately # equal number of speakers. $numspks = @spkrs; # number of speakers. $numscps = @OUTPUTS; # number of output files. if ($numspks < $numscps) { die "$0: Refusing to split data because number of speakers $numspks " . "is less than the number of output .scp files $numscps\n"; } for($scpidx = 0; $scpidx < $numscps; $scpidx++) { $scparray[$scpidx] = []; # [] is array reference. } for ($spkidx = 0; $spkidx < $numspks; $spkidx++) { $scpidx = int(($spkidx*$numscps) / $numspks); $spk = $spkrs[$spkidx]; push @{$scparray[$scpidx]}, $spk; $scpcount[$scpidx] += $spk_count{$spk}; } # Now will try to reassign beginning + ending speakers # to different scp's and see if it gets more balanced. # Suppose objf we're minimizing is sum_i (num utts in scp[i] - average)^2. # We can show that if considering changing just 2 scp's, we minimize # this by minimizing the squared difference in sizes. This is # equivalent to minimizing the absolute difference in sizes. This # shows this method is bound to converge. $changed = 1; while($changed) { $changed = 0; for($scpidx = 0; $scpidx < $numscps; $scpidx++) { # First try to reassign ending spk of this scp. if($scpidx < $numscps-1) { $sz = @{$scparray[$scpidx]}; if($sz > 0) { $spk = $scparray[$scpidx]->[$sz-1]; $count = $spk_count{$spk}; $nutt1 = $scpcount[$scpidx]; $nutt2 = $scpcount[$scpidx+1]; if( abs( ($nutt2+$count) - ($nutt1-$count)) < abs($nutt2 - $nutt1)) { # Would decrease # size-diff by reassigning spk... $scpcount[$scpidx+1] += $count; $scpcount[$scpidx] -= $count; pop @{$scparray[$scpidx]}; unshift @{$scparray[$scpidx+1]}, $spk; $changed = 1; } } } if($scpidx > 0 && @{$scparray[$scpidx]} > 0) { $spk = $scparray[$scpidx]->[0]; $count = $spk_count{$spk}; $nutt1 = $scpcount[$scpidx-1]; $nutt2 = $scpcount[$scpidx]; if( abs( ($nutt2-$count) - ($nutt1+$count)) < abs($nutt2 - $nutt1)) { # Would decrease # size-diff by reassigning spk... $scpcount[$scpidx-1] += $count; $scpcount[$scpidx] -= $count; shift @{$scparray[$scpidx]}; push @{$scparray[$scpidx-1]}, $spk; $changed = 1; } } } } # Now print out the files... for($scpidx = 0; $scpidx < $numscps; $scpidx++) { $scpfile = $OUTPUTS[$scpidx]; ($scpfile ne '-' ? open($f_fh, '>', $scpfile) : open($f_fh, '>&', \*STDOUT)) || die "$0: Could not open scp file $scpfile for writing: $!\n"; $count = 0; if(@{$scparray[$scpidx]} == 0) { print STDERR "$0: eError: split_scp.pl producing empty .scp file " . "$scpfile (too many splits and too few speakers?)\n"; $error = 1; } else { foreach $spk ( @{$scparray[$scpidx]} ) { print $f_fh @{$spk_data{$spk}}; $count += $spk_count{$spk}; } $count == $scpcount[$scpidx] || die "Count mismatch [code error]"; } close($f_fh); } } else { # This block is the "normal" case where there is no --utt2spk # option and we just break into equal size chunks. open($i_fh, '<', $inscp) || die "$0: Error opening input scp file $inscp: $!\n"; $numscps = @OUTPUTS; # size of array. @F = (); while(<$i_fh>) { push @F, $_; } $numlines = @F; if($numlines == 0) { print STDERR "$0: error: empty input scp file $inscp\n"; $error = 1; } $linesperscp = int( $numlines / $numscps); # the "whole part".. $linesperscp >= 1 || die "$0: You are splitting into too many pieces! [reduce \$nj]\n"; $remainder = $numlines - ($linesperscp * $numscps); ($remainder >= 0 && $remainder < $numlines) || die "bad remainder $remainder"; # [just doing int() rounds down]. $n = 0; for($scpidx = 0; $scpidx < @OUTPUTS; $scpidx++) { $scpfile = $OUTPUTS[$scpidx]; ($scpfile ne '-' ? open($o_fh, '>', $scpfile) : open($o_fh, '>&', \*STDOUT)) || die "$0: Could not open scp file $scpfile for writing: $!\n"; for($k = 0; $k < $linesperscp + ($scpidx < $remainder ? 1 : 0); $k++) { print $o_fh $F[$n++]; } close($o_fh) || die "$0: Eror closing scp file $scpfile: $!\n"; } $n == $numlines || die "$n != $numlines [code error]"; } exit ($error);