Merge branch 'develop' of https://github.com/PaddlePaddle/DeepSpeech into release_model
huangyuxin
3 years ago
commit
f6c9976189
@ -0,0 +1,212 @@
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#!/usr/bin/env perl
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use warnings; #sed replacement for -w perl parameter
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# Copyright 2010-2011 Microsoft Corporation
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# THIS CODE IS PROVIDED *AS IS* BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
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# KIND, EITHER EXPRESS OR IMPLIED, INCLUDING WITHOUT LIMITATION ANY IMPLIED
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# WARRANTIES OR CONDITIONS OF TITLE, FITNESS FOR A PARTICULAR PURPOSE,
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# MERCHANTABLITY OR NON-INFRINGEMENT.
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# See the Apache 2 License for the specific language governing permissions and
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# limitations under the License.
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# This program splits up any kind of .scp or archive-type file.
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# If there is no utt2spk option it will work on any text file and
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# will split it up with an approximately equal number of lines in
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# each but.
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# With the --utt2spk option it will work on anything that has the
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# utterance-id as the first entry on each line; the utt2spk file is
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# of the form "utterance speaker" (on each line).
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# It splits it into equal size chunks as far as it can. If you use
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# the utt2spk option it will make sure these chunks coincide with
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# speaker boundaries. In this case, if there are more chunks
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# than speakers (and in some other circumstances), some of the
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# resulting chunks will be empty and it
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# will print a warning.
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# You will normally call this like:
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# split_scp.pl scp scp.1 scp.2 scp.3 ...
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# or
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# split_scp.pl --utt2spk=utt2spk scp scp.1 scp.2 scp.3 ...
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# Note that you can use this script to split the utt2spk file itself,
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# e.g. split_scp.pl --utt2spk=utt2spk utt2spk utt2spk.1 utt2spk.2 ...
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# You can also call the scripts like:
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# split_scp.pl -j 3 0 scp scp.0
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# [note: with this option, it assumes zero-based indexing of the split parts,
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# i.e. the second number must be 0 <= n < num-jobs.]
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$num_jobs = 0;
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$job_id = 0;
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$utt2spk_file = "";
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for ($x = 1; $x <= 2; $x++) {
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if ($ARGV[0] eq "-j") {
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shift @ARGV;
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$num_jobs = shift @ARGV;
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$job_id = shift @ARGV;
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if ($num_jobs <= 0 || $job_id < 0 || $job_id >= $num_jobs) {
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die "Invalid num-jobs and job-id: $num_jobs and $job_id";
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}
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}
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if ($ARGV[0] =~ "--utt2spk=(.+)") {
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$utt2spk_file=$1;
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shift;
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}
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}
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if(($num_jobs == 0 && @ARGV < 2) || ($num_jobs > 0 && (@ARGV < 1 || @ARGV > 2))) {
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die "Usage: split_scp.pl [--utt2spk=<utt2spk_file>] in.scp out1.scp out2.scp ... \n" .
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" or: split_scp.pl -j num-jobs job-id [--utt2spk=<utt2spk_file>] in.scp [out.scp]\n" .
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" ... where 0 <= job-id < num-jobs.";
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}
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$inscp = shift @ARGV;
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if ($num_jobs == 0) { # without -j option
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@OUTPUTS = @ARGV;
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} else {
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for ($j = 0; $j < $num_jobs; $j++) {
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if ($j == $job_id) {
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if (@ARGV > 0) { push @OUTPUTS, $ARGV[0]; }
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else { push @OUTPUTS, "-"; }
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} else {
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push @OUTPUTS, "/dev/null";
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}
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}
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}
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if ($utt2spk_file ne "") { # We have the --utt2spk option...
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open(U, "<$utt2spk_file") || die "Failed to open utt2spk file $utt2spk_file";
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while(<U>) {
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@A = split;
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@A == 2 || die "Bad line $_ in utt2spk file $utt2spk_file";
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($u,$s) = @A;
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$utt2spk{$u} = $s;
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}
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open(I, "<$inscp") || die "Opening input scp file $inscp";
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@spkrs = ();
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while(<I>) {
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@A = split;
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if(@A == 0) { die "Empty or space-only line in scp file $inscp"; }
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$u = $A[0];
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$s = $utt2spk{$u};
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if(!defined $s) { die "No such utterance $u in utt2spk file $utt2spk_file"; }
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if(!defined $spk_count{$s}) {
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push @spkrs, $s;
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$spk_count{$s} = 0;
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$spk_data{$s} = "";
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}
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$spk_count{$s}++;
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$spk_data{$s} = $spk_data{$s} . $_;
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}
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# Now split as equally as possible ..
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# First allocate spks to files by allocating an approximately
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# equal number of speakers.
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$numspks = @spkrs; # number of speakers.
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$numscps = @OUTPUTS; # number of output files.
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for($scpidx = 0; $scpidx < $numscps; $scpidx++) {
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$scparray[$scpidx] = []; # [] is array reference.
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}
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for ($spkidx = 0; $spkidx < $numspks; $spkidx++) {
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$scpidx = int(($spkidx*$numscps) / $numspks);
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$spk = $spkrs[$spkidx];
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push @{$scparray[$scpidx]}, $spk;
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$scpcount[$scpidx] += $spk_count{$spk};
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}
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# Now will try to reassign beginning + ending speakers
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# to different scp's and see if it gets more balanced.
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# Suppose objf we're minimizing is sum_i (num utts in scp[i] - average)^2.
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# We can show that if considering changing just 2 scp's, we minimize
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# this by minimizing the squared difference in sizes. This is
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# equivalent to minimizing the absolute difference in sizes. This
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# shows this method is bound to converge.
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$changed = 1;
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while($changed) {
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$changed = 0;
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for($scpidx = 0; $scpidx < $numscps; $scpidx++) {
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# First try to reassign ending spk of this scp.
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if($scpidx < $numscps-1) {
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$sz = @{$scparray[$scpidx]};
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if($sz > 0) {
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$spk = $scparray[$scpidx]->[$sz-1];
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$count = $spk_count{$spk};
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$nutt1 = $scpcount[$scpidx];
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$nutt2 = $scpcount[$scpidx+1];
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if( abs( ($nutt2+$count) - ($nutt1-$count))
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< abs($nutt2 - $nutt1)) { # Would decrease
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# size-diff by reassigning spk...
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$scpcount[$scpidx+1] += $count;
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$scpcount[$scpidx] -= $count;
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pop @{$scparray[$scpidx]};
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unshift @{$scparray[$scpidx+1]}, $spk;
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$changed = 1;
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}
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}
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}
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if($scpidx > 0 && @{$scparray[$scpidx]} > 0) {
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$spk = $scparray[$scpidx]->[0];
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$count = $spk_count{$spk};
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$nutt1 = $scpcount[$scpidx-1];
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$nutt2 = $scpcount[$scpidx];
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if( abs( ($nutt2-$count) - ($nutt1+$count))
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< abs($nutt2 - $nutt1)) { # Would decrease
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# size-diff by reassigning spk...
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$scpcount[$scpidx-1] += $count;
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$scpcount[$scpidx] -= $count;
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shift @{$scparray[$scpidx]};
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push @{$scparray[$scpidx-1]}, $spk;
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$changed = 1;
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}
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}
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}
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}
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# Now print out the files...
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for($scpidx = 0; $scpidx < $numscps; $scpidx++) {
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$scpfn = $OUTPUTS[$scpidx];
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open(F, ">$scpfn") || die "Could not open scp file $scpfn for writing.";
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$count = 0;
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if(@{$scparray[$scpidx]} == 0) {
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print STDERR "Warning: split_scp.pl producing empty .scp file $scpfn (too many splits and too few speakers?)\n";
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} else {
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foreach $spk ( @{$scparray[$scpidx]} ) {
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print F $spk_data{$spk};
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$count += $spk_count{$spk};
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}
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if($count != $scpcount[$scpidx]) { die "Count mismatch [code error]"; }
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}
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close(F);
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}
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} else {
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# This block is the "normal" case where there is no --utt2spk
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# option and we just break into equal size chunks.
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open(I, "<$inscp") || die "Opening input scp file $inscp";
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$numscps = @OUTPUTS; # size of array.
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@F = ();
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while(<I>) {
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push @F, $_;
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}
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$numlines = @F;
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if($numlines == 0) {
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print STDERR "split_scp.pl: warning: empty input scp file $inscp";
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}
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$linesperscp = int( ($numlines+($numscps-1)) / $numscps); # the +$(numscps-1) forces rounding up.
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# [just doing int() rounds down].
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for($scpidx = 0; $scpidx < @OUTPUTS; $scpidx++) {
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$scpfile = $OUTPUTS[$scpidx];
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open(O, ">$scpfile") || die "Opening output scp file $scpfile";
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for($n = $linesperscp * $scpidx; $n < $numlines && $n < $linesperscp*($scpidx+1); $n++) {
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print O $F[$n];
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}
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close(O) || die "Closing scp file $scpfile";
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}
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}
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