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#!/usr/bin/env perl |
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# Minimizer.pm: a minimizer package for kmers |
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# Author: Lee Katz |
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package Bio::Minimizer; |
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require 5.12.0; |
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our $VERSION=0.8; |
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103087
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use strict; |
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use warnings; |
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233
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use File::Basename qw/basename/; |
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457
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use Data::Dumper; |
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use Carp qw/carp croak/; |
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use List::MoreUtils qw/uniq/; |
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45776
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sub logmsg{ |
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0
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local $0 = basename $0; |
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print STDERR "$0: @_\n"; |
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} |
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=pod |
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=head1 NAME |
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Bio::Minimizer - minimizer package |
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Based on the ideas put forth by Roberts et al 2004: |
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https://academic.oup.com/bioinformatics/article/20/18/3363/202143 |
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32
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=head1 SYNOPSIS |
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my $minimizer = Bio::Minimizer->new($sequenceString); |
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my $kmers = $minimizer->{kmers}; # hash of minimizer => kmer |
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my $minimizers= $minimizer->{minimizers};# hash of minimizer => [kmer1,kmer2,...] |
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38
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# hash of minimizer => [start1,start2,...] |
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# Start coordinates are on the fwd strand even when |
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# matched against the rev strand. |
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my $starts = $minimizer->{starts}; |
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43
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# With more options |
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my $minimizer2= Bio::Minimizer->new($sequenceString,{k=>31,l=>21}); |
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=head1 DESCRIPTION |
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Creates a set of minimizers from sequence |
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=head1 EXAMPLES |
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52
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example: Sort a fastq file by minimizer, potentially |
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shrinking gzip size. |
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55
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This is implemented in this package's scripts/sort*.pl scripts. |
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57
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use Bio::Minimizer |
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59
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# Read fastq file via stdin, in this example |
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while(my $id = <>){ |
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# Grab an entry |
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($seq,$plus,$qual) = (scalar(<>), scalar(<>), scalar(<>)); |
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chomp($id,$seq,$plus,$qual); |
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65
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# minimizer object |
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$MINIMIZER = Bio::Minimizer->new($seq,{k=>length($seq)}); |
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# The only minimizer in this entry because k==length(seq) |
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$minMinimizer = (values(%{$$MINIMIZER{minimizers}}))[0]; |
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70
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# combine the minimum minimizer with the entry, for |
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# sorting later. |
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# Save the entry as a string so that we don't have to |
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# parse it later. |
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my $entry = [$minMinimizer, "$id\n$seq\n$plus\n$qual\n"]; |
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push(@entry,$entry); |
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} |
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78
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for my $e(sort {$$a[0] cmp $$b[0]} @entry){ |
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print $$e[1]; |
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} |
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82
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=head1 METHODS |
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84
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=over |
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86
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=item Bio::Minimizer->new() |
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88
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Arguments: |
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sequence A string of ACGT |
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settings A hash |
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k Kmer length |
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l Minimizer length (some might call it lmer) |
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numcpus Number of threads to use. (not used) |
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95
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=back |
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97
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=cut |
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99
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sub new{ |
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4010
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4010
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1
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679437
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my($class,$sequence,$settings) = @_; |
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102
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# Extract from $settings or set defaults |
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4010
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100
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26145
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my $k = $$settings{k} || 31; |
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4010
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100
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13896
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my $l = $$settings{l} || 21; |
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4010
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100
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9480
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my $numcpus = $$settings{numcpus} || 1; |
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107
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# Alter the sequence a bit |
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4010
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11404
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$sequence = uc($sequence); # work in uppercase only |
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4010
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12552
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$sequence =~ s/\s+//g; # Remove all whitespace |
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111
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4010
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24869
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my $self={ |
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sequence => $sequence, |
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revcom => "", # revcom of sequence filled in by _minimizers() |
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k => $k, # kmer length |
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l => $l, # minimizer length |
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numcpus => $numcpus, |
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118
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# Filled in by _minimizers() |
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minimizers => {}, # kmer => minimizer |
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kmers => {}, # minimizer => [kmer1,kmer2,...] |
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starts => {}, # minimizer => [start1,start2,...] |
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}; |
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123
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124
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4010
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9855
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bless($self,$class); |
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126
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# Set $$self{minimizers} right away |
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4010
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13199
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$self->_minimizers($sequence); |
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128
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129
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4010
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19818
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return $self; |
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} |
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131
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132
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# Argument: string of nucleotides |
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133
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sub _minimizers{ |
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4010
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4010
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10162
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my($self,$seq) = @_; |
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135
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136
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4010
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7138
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my $seqLength = length($seq); |
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138
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# Also reverse-complement the sequence |
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4010
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8996
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my $revcom = reverse($seq); |
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4010
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13552
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$revcom =~ tr/ATCGatcg/TAGCtagc/; |
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4010
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7435
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$$self{revcom} = $revcom; |
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143
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# Length of kmers |
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4010
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6742
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my $k = $$self{k}; |
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145
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146
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# All sequence segments. Probably only seq and revcom. |
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147
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4010
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11679
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my $fwdMinimizers = $self->minimizerWorker([$seq]); |
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148
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4010
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13389
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my $revMinimizers = $self->minimizerWorker([$revcom]); |
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149
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150
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# Merge minimizer hashes |
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151
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4010
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7930
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my %MINIMIZER = (%{$$fwdMinimizers{minimizers}}, %{$$revMinimizers{minimizers}}); |
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4010
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141401
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4010
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479667
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152
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4010
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57708
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$$self{minimizers} = \%MINIMIZER; |
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153
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154
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# Merge start site hashes |
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155
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4010
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7151
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my %START; |
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156
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4010
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288469
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for my $m(uniq(values(%MINIMIZER))){ |
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157
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# Add all start sites for fwd site minimizers |
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158
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312753
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328169
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for my $pos(@{ $$fwdMinimizers{starts}{$m} }){ |
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312753
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463154
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159
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148361
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143295
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push(@{ $START{$m} }, $pos); |
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148361
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241801
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160
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} |
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161
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# recalculate rev minimizer positions |
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162
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312753
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315071
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for my $pos(@{ $$revMinimizers{starts}{$m} }){ |
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312753
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443735
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163
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164402
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168517
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my $revPos = $pos; |
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164
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#my $revPos = $seqLength - $pos - $k + 1; |
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165
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164402
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155564
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push(@{ $START{$m} }, $revPos); |
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164402
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274350
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166
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} |
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167
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168
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312753
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319722
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$START{$m} = [sort {$a <=> $b} @{$START{$m}}]; |
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11
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26
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312753
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552483
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169
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} |
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170
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4010
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20689
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$$self{starts} = \%START; |
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172
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# Get a hash %KMER of minimizer=>[kmer1,kmer2,...] |
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173
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4010
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5350
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my %KMER; |
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174
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4010
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13097
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while(my($kmer,$minimizer) = each(%MINIMIZER)){ |
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175
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1684224
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1807230
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push(@{ $KMER{$minimizer} }, $kmer); |
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1684224
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3409040
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176
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} |
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177
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178
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# Deduplicate %KMER |
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179
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4010
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20183
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while(my($m, $kmers) = each(%KMER)){ |
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180
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312753
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1101624
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$kmers = [sort {$a cmp $b} uniq(@$kmers)]; |
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3228134
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3771833
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181
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} |
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182
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#die Dumper $$self{kmers}{ACGTA}; |
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183
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4010
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183371
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$$self{kmers} = \%KMER; |
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184
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} |
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185
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186
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sub minimizerWorker{ |
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187
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8020
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8020
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0
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16231
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my($self, $seqArr) = @_; |
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188
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189
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8020
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12293
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my %MINIMIZER; # minimizers that this thread finds |
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190
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my %START; # minimizer => [start1,start2,...] |
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191
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192
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# Lengths of kmers and lmers |
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193
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8020
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15689
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my ($k,$l)=($$self{k}, $$self{l}); |
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194
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195
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# How many minimizers we'll get per kmer: the difference in lengths, plus 1 |
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196
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8020
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14107
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my $minimizersPerKmer = $k-$l+1; |
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197
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198
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8020
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14139
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for my $sequence(@$seqArr){ |
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199
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# Number of kmers in the seq is the length of the seq, minus $k, plus 1 |
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200
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8020
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12116
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my $numKmers = length($sequence) - $k + 1; |
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201
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202
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# Create a small array of lmers along the way |
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203
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# so that they don't have to be recalculated |
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204
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# all the time between kmers. |
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205
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8020
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8967
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my @lmer; |
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206
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207
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8020
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14300
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for(my $kmerPos=0; $kmerPos<$numKmers; $kmerPos++){ |
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208
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209
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# The kmer is the subsequence starting at $kmerPos, length $k |
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210
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1684224
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2139229
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my $kmer=substr($sequence,$kmerPos,$k); |
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211
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212
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# Get lmers along the length of the sequence into the @lmer buffer. |
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213
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# The start counter $lmerPos how many lmers are already in the buffer. |
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214
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1684224
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2546425
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for(my $lmerPos=scalar(@lmer); $lmerPos < $minimizersPerKmer; $lmerPos++){ |
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215
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# The lmer will start at $kmerPos plus how many lmers are already |
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216
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# in the buffer @lmer, for length $l. |
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217
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1764432
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2234117
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my $lmer = substr($sequence, $kmerPos+$lmerPos, $l); |
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218
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1764432
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3419386
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push(@lmer, [$lmerPos, $lmer]); |
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219
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} |
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220
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221
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# The minimizer is the lowest lmer lexicographically sorted. |
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222
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1684224
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2572596
|
my $minimizerStruct = (sort {$$a[1] cmp $$b[1]} @lmer)[0]; |
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44093106
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46434458
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223
|
1684224
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2876221
|
$MINIMIZER{$kmer} = $$minimizerStruct[1]; |
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224
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225
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# Record the start position |
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226
|
1684224
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1805330
|
my $minimizerStart = $$minimizerStruct[0] + $kmerPos; |
|
227
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#push(@{ $START{$$minimizerStruct[1]} }, $minimizerStart); |
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228
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1684224
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2494513
|
$START{$$minimizerStruct[1]}{$minimizerStart}=1; |
|
229
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|
230
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#logmsg join("\t", $minimizerStart,$$minimizerStruct[1], $kmer); |
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231
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|
232
|
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# Remove one lmer to reflect the step size of one |
|
233
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|
# for the next iteration of the loop. |
|
234
|
1684224
|
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|
1766950
|
my $removedLmer = shift(@lmer); |
|
235
|
1684224
|
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|
2102709
|
for(@lmer){ |
|
236
|
16844016
|
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|
18851000
|
$$_[0]--; # lmer position decrement |
|
237
|
|
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|
|
} |
|
238
|
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|
|
} |
|
239
|
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|
|
} |
|
240
|
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|
241
|
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|
|
# Change index to array of unique sites |
|
242
|
8020
|
|
|
|
|
35041
|
while(my($m, $starts) = each(%START)){ |
|
243
|
|
|
|
|
|
|
#$START{$m} = [sort {$a <=> $b} uniq(@$starts)]; |
|
244
|
312757
|
|
|
|
|
897605
|
$START{$m} = [sort {$a<=>$b} keys(%$starts)]; |
|
|
6
|
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|
|
25
|
|
|
245
|
|
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|
|
} |
|
246
|
|
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|
247
|
|
|
|
|
|
|
# Return kmer=>minimizer, minimizer=>[start1,start2,...] |
|
248
|
8020
|
|
|
|
|
33132
|
return {minimizers=>\%MINIMIZER, starts=>\%START}; |
|
249
|
|
|
|
|
|
|
} |
|
250
|
|
|
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|
251
|
|
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|
|
1; |
|
252
|
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