split_scp.pl
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#!/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=<utt2spk_file>] in.scp out1.scp out2.scp ...
or: split_scp.pl -j num-jobs job-id [--one-based] [--utt2spk=<utt2spk_file>] 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);