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##-*- Mode: CPerl -*- |
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##====================================================================== |
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## Header Administrivia |
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##====================================================================== |
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our $VERSION = '0.10'; |
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pp_setversion($VERSION); |
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##------------------------------------------------------ |
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## pm additions |
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pp_addpm({At=>'Top'},<<'EOPM'); |
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use strict; |
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use version; |
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## $PDL_ATLEAST_2_014 : avoid in-place reshape() in _edit_pdl() for PDL >= 2.014 |
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## + prior to PDL-2.014, PDL::reshape() returned a new PDL, but modifies |
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## the calling object in-place for v2.014 |
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our $PDL_ATLEAST_2_014 = version->parse($PDL::VERSION) >= version->parse("2.014"); |
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=pod |
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=head1 NAME |
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PDL::EditDistance - Wagner-Fischer edit distance and alignment for PDLs. |
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=head1 SYNOPSIS |
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use PDL; |
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use PDL::EditDistance; |
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##-- input PDLs |
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$a = pdl([map { ord($_) } qw(G U M B O)]); |
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$b = pdl([map { ord($_) } qw(G A M B O L)]); |
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$a1 = pdl([0, map { ord($_) } qw(G U M B O)]); |
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$b1 = pdl([0, map { ord($_) } qw(G A M B O L)]); |
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##------------------------------------------------------------- |
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## Levenshtein distance |
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$dist = edit_distance_static($a,$b, 0,1,1,1); |
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($dist,$align) = edit_align_static($a,$b, 0,1,1,1); |
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##------------------------------------------------------------- |
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## Wagner-Fischer distance |
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@costs = ($costMatch=0,$costInsert=1,$costDelete=1,$costSubstitute=2); |
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$dist = edit_distance_static($a,$b, @costs); |
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($dist,$align) = edit_align_static($a,$b, @costs); |
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##------------------------------------------------------------- |
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## General edit distance |
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$costsMatch = random($a->nelem+1, $b->nelem+1); |
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$costsIns = random($a->nelem+1, $b->nelem+1); |
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$costsDel = random($a->nelem+1, $b->nelem+1); |
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$costsSubst = random($a->nelem+1, $b->nelem+1); |
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@costs = ($costsMatch,$costsIns,$costDel,$costsSubst); |
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$dist = edit_distance_full($a,$b,@costs); |
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($dist,$align) = edit_align_full($a,$b,@costs); |
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##------------------------------------------------------------- |
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## Alignment |
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$op_match = align_op_match(); ##-- constant |
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$op_del = align_op_insert1(); ##-- constant |
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$op_ins = align_op_insert2(); ##-- constant |
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$op_subst = align_op_substitute(); ##-- constant |
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67
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($apath,$bpath,$pathlen) = edit_bestpath($align); |
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($ai,$bi,$ops,$pathlen) = edit_pathtrace($align); |
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##------------------------------------------------------------- |
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## Longest Common Subsequence |
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$lcs = edit_lcs($a,$b); |
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($ai,$bi,$lcslen) = lcs_backtrace($a,$b,$lcs); |
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=cut |
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EOPM |
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## /pm additions |
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##------------------------------------------------------ |
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##------------------------------------------------------ |
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## Exports: None |
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pp_export_nothing(); |
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##------------------------------------------------------ |
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## Includes / defines |
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#pp_addhdr(<<'EOH'); |
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#EOH |
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##====================================================================== |
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## C Utilities |
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##====================================================================== |
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pp_addhdr(<<'EOH'); |
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#define ALIGN_OP_MATCH 0 |
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#define ALIGN_OP_INSERT1 1 |
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#define ALIGN_OP_INSERT2 2 |
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#define ALIGN_OP_SUBSTITUTE 3 |
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EOH |
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##====================================================================== |
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## PDL::PP Wrappers |
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##====================================================================== |
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108
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##====================================================================== |
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## Basic Utilities |
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#pp_addpm(<<'EOPM'); |
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#=pod |
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# |
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#=head1 Basic Utilities |
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# |
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#=cut |
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#EOPM |
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118
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##====================================================================== |
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## Convenience Methods |
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121
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##------------------------------------------------------ |
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## _edit_pdl($a()) : ensures pdl-ness |
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#pp_add_exported('','_edit_pdl'); |
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pp_addpm(<<'EOPM'); |
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126
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127
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=pod |
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129
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=head2 _edit_pdl |
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131
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=for sig |
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133
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Signature: (a(N); [o]apdl(N+1)) |
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135
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Convenience method. |
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Returns a pdl $apdl() suitable for representing $a(), |
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which can be specified as a UTF-8 or byte-string, as an arrays of numbers, or as a PDL. |
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$apdl(0) is always set to zero. |
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140
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=cut |
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100
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142
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sub _edit_pdl { |
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if (UNIVERSAL::isa($_[0],'PDL')) { |
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return ($PDL_ATLEAST_2_014 ? $_[0]->pdl : $_[0])->flat->reshape($_[0]->nelem+1)->rotate(1); |
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} |
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2
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#return pdl(byte,[0, map { ord($_) } split(//,$_[0])]) if (!ref($_[0]) && !utf8::is_utf8($_[0])); ##-- byte-string (old) |
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1
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elsif (!ref($_[0])) { |
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return pdl(long,[0, unpack('C0C*',$_[0])]) if (utf8::is_utf8($_[0])); ##-- utf8-string |
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return pdl(byte,[0, unpack('U0C*',$_[0])]); ##-- byte-string |
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150
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} |
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return pdl([0,@{$_[0]}]); |
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} |
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154
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EOPM |
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##------------------------------------------------------ |
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## edit_cost_matrices() : generate cost-matrices (convenience) |
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pp_add_exported('','edit_costs'); |
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pp_addpm(<<'EOPM'); |
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=pod |
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164
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=head2 edit_costs |
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166
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=for sig |
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168
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Signature: (PDL::Type type; int N; int M; |
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[o]costsMatch(N+1,M+1); [o]costsIns(N+1,M+1); [o]costsDel(N+1,M+1); [o]costsSubst(N+1,M+1)) |
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171
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Convenience method. |
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Ensures existence and proper dimensionality of cost matrices for inputs |
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of length N and M. |
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175
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=cut |
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177
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sub edit_costs { |
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return _edit_costs($_[0],$_[1]+1,$_[2]+1,@_[3..$#_]); |
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} |
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EOPM |
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183
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184
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##------------------------------------------------------ |
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185
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## _edit_costs() : generate cost-matrices (low-level, convenience) |
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pp_add_exported('','_edit_costs'); |
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pp_addpm(<<'EOPM'); |
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189
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190
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=pod |
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191
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192
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=head2 _edit_costs |
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194
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=for sig |
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195
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196
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Signature: (PDL::Type type; int N1; int M1; |
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[o]costsMatch(N1,M1); [o]costsIns(N1,M1); [o]costsDel(N1,M1); [o]costsSubst(N1,M1)) |
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199
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Low-level method. |
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Ensures existence and proper dimensionality of cost matrices for inputs |
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of length N1-1 and M1-1. |
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202
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203
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=cut |
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204
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205
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3
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3
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sub _edit_costs { |
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206
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#my ($type,$n1,$m1,$costsMatch,$costsIns,$costsDel,$costsSubst) = @_; |
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207
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return (_edit_matrix(@_[0..2],$_[3]), |
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_edit_matrix(@_[0..2],$_[4]), |
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_edit_matrix(@_[0..2],$_[6])); |
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} |
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##-- $matrix = _edit_matrix($type,$dim0,$dim1,$mat) |
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sub _edit_matrix { |
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return zeroes(@_[0..2]) if (!defined($_[3])); |
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$_[3]->reshape(@_[1,2]) if ($_[3]->ndims != 2 || $_[3]->dim(0) != $_[1] || $_[3]->dim(1) != $_[2]); |
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return $_[3]->type == $_[0] ? $_[3] : $_[3]->convert($_[0]); |
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} |
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EOPM |
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##------------------------------------------------------ |
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## edit_cost_static() : generate static cost-matrices (convenience) |
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pp_add_exported('','edit_costs_static'); |
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pp_addpm(<<'EOPM'); |
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=pod |
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=head2 edit_costs_static |
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Signature: (PDL::Type type; int N; int M; |
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staticCostMatch(); staticCostIns(); staticCostSubst(); |
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[o]costsMatch(N+1,M+1); [o]costsIns(N+1,M+1); [o]costsDel(N+1,M+1); [o]costsSubst(N+1,M+1)) |
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Convenience method. |
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=cut |
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sub edit_costs_static { |
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1
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4571
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#my ($type,$n,$m, $cMatch,$cIns,$cDel,$cSubst, $costsMatch,$costsIns,$costsDel,$costsSubst) = @_; |
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my @costs = edit_costs(@_[0..2],@_[7..$#_]); |
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$costs[$_] .= $_[$_+3] foreach (0..3); |
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return @costs; |
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} |
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EOPM |
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##====================================================================== |
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## Distance: Full |
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##------------------------------------------------------ |
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## edit_distance_matrix_full() : full distance matrix |
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pp_add_exported('','edit_distance_full'); |
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pp_addpm(<<'EOPM'); |
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=pod |
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=head2 edit_distance_full |
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=for sig |
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Signature: (a(N); b(M); |
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costsMatch(N+1,M+1); costsIns(N+1,M+1); costsDel(N+1,M+1); costsSubst(N+1,M+1); |
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[o]dist(N+1,M+1); [o]align(N+1,M+1)) |
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270
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Convenience method. |
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271
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Compute the edit distance matrix for inputs $a() and $b(), and |
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272
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cost matrices $costsMatch(), $costsIns(), $costsDel(), and $costsSubst(). |
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273
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$a() and $b() may be specified as PDLs, arrays of numbers, or as strings. |
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274
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275
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=cut |
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276
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277
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1
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1
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1
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70
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sub edit_distance_full { |
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278
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return _edit_distance_full(_edit_pdl($_[0]), _edit_pdl($_[1]), @_[2..$#_]); |
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279
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} |
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280
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281
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EOPM |
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282
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283
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284
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##------------------------------------------------------ |
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285
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|
## _edit_distance_full : get distance matrix from full cost matrices |
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286
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|
pp_add_exported('','_edit_distance_full'); |
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287
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|
pp_def('_edit_distance_full', |
|
288
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Pars => ('a1(N1); b1(M1);' |
|
289
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.' costsMatch(N1,M1); costsIns(N1,M1); costsDel(N1,M1); costsSubst(N1,M1);' |
|
290
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.' [o]dist(N1,M1);'), |
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291
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Code => |
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292
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(' |
|
293
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int i,j; |
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294
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// |
|
295
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|
//-- initialize distance matrix: insertion costs |
|
296
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|
$dist (N1=>0,M1=>0) = $costsMatch(N1=>0,M1=>0); //-- BOS always matches |
|
297
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|
for (i=1; i < $SIZE(N1); i++) { |
|
298
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|
$dist(N1=>i,M1=>0) = $dist(N1=>i-1,M1=>0) + $costsDel(N1=>i,M1=>0); //-- delete (insert1) |
|
299
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} |
|
300
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for (j=1; j < $SIZE(M1); j++) { |
|
301
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$dist(N1=>0,M1=>j) = $dist(N1=>0,M1=>j-1) + $costsIns(N1=>0,M1=>j); //-- insert (insert2) |
|
302
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} |
|
303
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// |
|
304
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|
//-- compute distance |
|
305
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|
|
for (i=1; i < $SIZE(N1); i++) { |
|
306
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|
for (j=1; j < $SIZE(M1); j++) { |
|
307
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|
|
$GENERIC(dist) cost_insert_1 = $dist(N1=>i-1,M1=>j ) + $costsDel(N1=>i,M1=>j); |
|
308
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|
|
$GENERIC(dist) cost_insert_2 = $dist(N1=>i, M1=>j-1) + $costsIns(N1=>i,M1=>j); |
|
309
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|
$GENERIC(dist) cost_subst = $dist(N1=>i-1,M1=>j-1); |
|
310
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|
|
if ($a1(N1=>i)==$b1(M1=>j)) { |
|
311
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|
|
cost_subst += $costsMatch(N1=>i,M1=>j); |
|
312
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|
} else { |
|
313
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|
|
cost_subst += $costsSubst(N1=>i,M1=>j); |
|
314
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|
} |
|
315
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|
// |
|
316
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|
|
if (cost_insert_1 < cost_insert_2) { |
|
317
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|
|
if (cost_insert_1 < cost_subst) { |
|
318
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|
|
$dist( N1=>i,M1=>j) = cost_insert_1; |
|
319
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|
|
} else { |
|
320
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|
|
$dist(N1=>i,M1=>j) = cost_subst; |
|
321
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|
|
} |
|
322
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|
|
} else if (cost_insert_2 < cost_subst) { |
|
323
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|
|
$dist( N1=>i,M1=>j) = cost_insert_2; |
|
324
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|
|
} else { |
|
325
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|
|
$dist( N1=>i,M1=>j) = cost_subst; |
|
326
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|
|
} |
|
327
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} |
|
328
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|
} |
|
329
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|
'), |
|
330
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|
|
Doc => |
|
331
|
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|
|
q( |
|
332
|
|
|
|
|
|
|
Low-level method. |
|
333
|
|
|
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|
|
|
Compute the edit distance matrix for input PDLs $a1() and $b1() and |
|
334
|
|
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|
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|
|
cost matrices $costsMatch(), $costsIns(), $costsDel(), and $costsSubst(). |
|
335
|
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|
336
|
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|
|
The first elements of $a1() and $b1() are ignored. |
|
337
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|
), |
|
338
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|
339
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|
); |
|
340
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|
341
|
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|
342
|
|
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|
|
##====================================================================== |
|
343
|
|
|
|
|
|
|
## Distance + Alignment: Full |
|
344
|
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|
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|
345
|
|
|
|
|
|
|
##------------------------------------------------------ |
|
346
|
|
|
|
|
|
|
## edit_align_full() : full distance & alignment matrix |
|
347
|
|
|
|
|
|
|
pp_add_exported('','edit_align_full'); |
|
348
|
|
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|
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|
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|
349
|
|
|
|
|
|
|
pp_addpm(<<'EOPM'); |
|
350
|
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|
351
|
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|
|
=pod |
|
352
|
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|
353
|
|
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|
|
=head2 edit_align_full |
|
354
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|
355
|
|
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|
|
=for sig |
|
356
|
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|
357
|
|
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|
|
|
Signature: (a(N); b(M); |
|
358
|
|
|
|
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|
|
costsMatch(N+1,M+1); costsIns(N+1,M+1); costsDel(N+1,N+1); costsSubst(N+1,M+1); |
|
359
|
|
|
|
|
|
|
[o]dist(N+1,M+1); [o]align(N+1,M+1)) |
|
360
|
|
|
|
|
|
|
|
|
361
|
|
|
|
|
|
|
Convenience method. |
|
362
|
|
|
|
|
|
|
Compute the edit distance and alignment matrices for inputs $a() and $b(), and |
|
363
|
|
|
|
|
|
|
cost matrices $costsMatch(), $costsIns(), $costsDel(), and $costsSubst(). |
|
364
|
|
|
|
|
|
|
$a() and $b() may be specified as PDLs, arrays of numbers, or as strings. |
|
365
|
|
|
|
|
|
|
|
|
366
|
|
|
|
|
|
|
=cut |
|
367
|
|
|
|
|
|
|
|
|
368
|
1
|
|
|
1
|
1
|
62
|
sub edit_align_full { |
|
369
|
|
|
|
|
|
|
return _edit_align_full(_edit_pdl($_[0]), _edit_pdl($_[1]), @_[2..$#_]); |
|
370
|
|
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|
|
|
|
} |
|
371
|
|
|
|
|
|
|
|
|
372
|
|
|
|
|
|
|
EOPM |
|
373
|
|
|
|
|
|
|
|
|
374
|
|
|
|
|
|
|
|
|
375
|
|
|
|
|
|
|
##------------------------------------------------------ |
|
376
|
|
|
|
|
|
|
## _edit_align_full : get distance & alignment matrices given full cost matrices |
|
377
|
|
|
|
|
|
|
pp_add_exported('','_edit_align_full'); |
|
378
|
|
|
|
|
|
|
pp_def('_edit_align_full', |
|
379
|
|
|
|
|
|
|
Pars => ('a1(N1); b1(M1);' |
|
380
|
|
|
|
|
|
|
.' costsMatch(N1,M1); costsIns(N1,M1); costsDel(N1,M1); costsSubst(N1,M1);' |
|
381
|
|
|
|
|
|
|
.' [o]dist(N1,M1); byte [o]align(N1,M1);'), |
|
382
|
|
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|
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|
|
Code => |
|
383
|
|
|
|
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|
|
(' |
|
384
|
|
|
|
|
|
|
int i,j; |
|
385
|
|
|
|
|
|
|
// |
|
386
|
|
|
|
|
|
|
//-- initialize distance matrix: insertion costs |
|
387
|
|
|
|
|
|
|
$dist (N1=>0,M1=>0) = $costsMatch(N1=>0,M1=>0); //-- BOS always matches |
|
388
|
|
|
|
|
|
|
$align(N1=>0,M1=>0) = ALIGN_OP_MATCH; //-- ... marked as "substitute" |
|
389
|
|
|
|
|
|
|
for (i=1; i < $SIZE(N1); i++) { |
|
390
|
|
|
|
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|
|
$dist (N1=>i,M1=>0) = $dist(N1=>i-1,M1=>0) + $costsDel(N1=>i,M1=>0); |
|
391
|
|
|
|
|
|
|
$align(N1=>i,M1=>0) = ALIGN_OP_INSERT1; |
|
392
|
|
|
|
|
|
|
} |
|
393
|
|
|
|
|
|
|
for (j=1; j < $SIZE(M1); j++) { |
|
394
|
|
|
|
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|
|
$dist (N1=>0,M1=>j) = $dist(N1=>0,M1=>j-1) + $costsIns(N1=>0,M1=>j); |
|
395
|
|
|
|
|
|
|
$align(N1=>0,M1=>j) = ALIGN_OP_INSERT2; |
|
396
|
|
|
|
|
|
|
} |
|
397
|
|
|
|
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|
|
// |
|
398
|
|
|
|
|
|
|
//-- compute distance |
|
399
|
|
|
|
|
|
|
for (i=1; i < $SIZE(N1); i++) { |
|
400
|
|
|
|
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|
|
for (j=1; j < $SIZE(M1); j++) { |
|
401
|
|
|
|
|
|
|
$GENERIC(dist) cost_insert_1 = $dist(N1=>i-1,M1=>j ) + $costsDel(N1=>i,M1=>j); |
|
402
|
|
|
|
|
|
|
$GENERIC(dist) cost_insert_2 = $dist(N1=>i, M1=>j-1) + $costsIns(N1=>i,M1=>j); |
|
403
|
|
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|
|
$GENERIC(dist) cost_subst = $dist(N1=>i-1,M1=>j-1); |
|
404
|
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|
char subst_op; |
|
405
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|
// |
|
406
|
|
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|
|
|
if ($a1(N1=>i)==$b1(M1=>j)) { |
|
407
|
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|
cost_subst += $costsMatch(N1=>i,M1=>j); |
|
408
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|
subst_op = ALIGN_OP_MATCH; |
|
409
|
|
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|
} else { |
|
410
|
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|
cost_subst += $costsSubst(N1=>i,M1=>j); |
|
411
|
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|
subst_op = ALIGN_OP_SUBSTITUTE; |
|
412
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} |
|
413
|
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|
// |
|
414
|
|
|
|
|
|
|
if (cost_insert_1 < cost_insert_2) { |
|
415
|
|
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|
|
|
|
if (cost_insert_1 < cost_subst) { |
|
416
|
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|
|
$dist( N1=>i,M1=>j) = cost_insert_1; |
|
417
|
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|
$align(N1=>i,M1=>j) = ALIGN_OP_INSERT1; |
|
418
|
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|
} else { |
|
419
|
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|
$dist(N1=>i,M1=>j) = cost_subst; |
|
420
|
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|
$align(N1=>i,M1=>j) = subst_op; |
|
421
|
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|
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|
|
} |
|
422
|
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|
|
|
|
} else if (cost_insert_2 < cost_subst) { |
|
423
|
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|
$dist( N1=>i,M1=>j) = cost_insert_2; |
|
424
|
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$align(N1=>i,M1=>j) = ALIGN_OP_INSERT2; |
|
425
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|
} else { |
|
426
|
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|
$dist( N1=>i,M1=>j) = cost_subst; |
|
427
|
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|
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|
|
$align(N1=>i,M1=>j) = subst_op; |
|
428
|
|
|
|
|
|
|
} |
|
429
|
|
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|
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|
|
} |
|
430
|
|
|
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|
|
|
} |
|
431
|
|
|
|
|
|
|
'), |
|
432
|
|
|
|
|
|
|
Doc => |
|
433
|
|
|
|
|
|
|
q( |
|
434
|
|
|
|
|
|
|
Low-level method. |
|
435
|
|
|
|
|
|
|
Compute the edit distance and alignment matrix for input PDLs $a1() and $b1() and |
|
436
|
|
|
|
|
|
|
cost matrices $costsMatch(), $costsIns(), $costsDel(), and $costsSubst(). |
|
437
|
|
|
|
|
|
|
|
|
438
|
|
|
|
|
|
|
The first elements of $a1() and $b1() are ignored. |
|
439
|
|
|
|
|
|
|
), |
|
440
|
|
|
|
|
|
|
|
|
441
|
|
|
|
|
|
|
); |
|
442
|
|
|
|
|
|
|
|
|
443
|
|
|
|
|
|
|
|
|
444
|
|
|
|
|
|
|
##====================================================================== |
|
445
|
|
|
|
|
|
|
## Distance: Static |
|
446
|
|
|
|
|
|
|
|
|
447
|
|
|
|
|
|
|
##------------------------------------------------------ |
|
448
|
|
|
|
|
|
|
## edit_distance_static() : distance matrix using static cost schema |
|
449
|
|
|
|
|
|
|
pp_add_exported('','edit_distance_static'); |
|
450
|
|
|
|
|
|
|
|
|
451
|
|
|
|
|
|
|
pp_addpm(<<'EOPM'); |
|
452
|
|
|
|
|
|
|
|
|
453
|
|
|
|
|
|
|
=pod |
|
454
|
|
|
|
|
|
|
|
|
455
|
|
|
|
|
|
|
=head2 edit_distance_static |
|
456
|
|
|
|
|
|
|
|
|
457
|
|
|
|
|
|
|
=for sig |
|
458
|
|
|
|
|
|
|
|
|
459
|
|
|
|
|
|
|
Signature: (a(N); b(M); |
|
460
|
|
|
|
|
|
|
staticCostMatch(); staticCostIns(); staticCostDel(); staticCostSubst(); |
|
461
|
|
|
|
|
|
|
[o]dist(N+1,M+1)) |
|
462
|
|
|
|
|
|
|
|
|
463
|
|
|
|
|
|
|
Convenience method. |
|
464
|
|
|
|
|
|
|
Compute the edit distance matrix for inputs $a() and $b() given |
|
465
|
|
|
|
|
|
|
a static cost schema @costs = ($staticCostMatch(), $staticCostIns(), $staticCostDel(), and $staticCostSubst()). |
|
466
|
|
|
|
|
|
|
$a() and $b() may be specified as PDLs, arrays of numbers, or as strings. |
|
467
|
|
|
|
|
|
|
Functionally equivalent to edit_distance_full($matches,@costs,$dist), |
|
468
|
|
|
|
|
|
|
but slightly faster. |
|
469
|
|
|
|
|
|
|
|
|
470
|
|
|
|
|
|
|
=cut |
|
471
|
|
|
|
|
|
|
|
|
472
|
1
|
|
|
1
|
1
|
1595
|
sub edit_distance_static { |
|
473
|
|
|
|
|
|
|
return _edit_distance_static(_edit_pdl($_[0]), _edit_pdl($_[1]), @_[2..$#_]); |
|
474
|
|
|
|
|
|
|
} |
|
475
|
|
|
|
|
|
|
|
|
476
|
|
|
|
|
|
|
EOPM |
|
477
|
|
|
|
|
|
|
|
|
478
|
|
|
|
|
|
|
|
|
479
|
|
|
|
|
|
|
##------------------------------------------------------ |
|
480
|
|
|
|
|
|
|
## _edit_distance_static : get distance matrix from static cost schema |
|
481
|
|
|
|
|
|
|
pp_add_exported('','_edit_distance_static'); |
|
482
|
|
|
|
|
|
|
pp_def('_edit_distance_static', |
|
483
|
|
|
|
|
|
|
Pars => ('a1(N1); b1(M1); costMatch(); costIns(); costDel(); costSubst();' |
|
484
|
|
|
|
|
|
|
.' [o]dist(N1,M1);'), |
|
485
|
|
|
|
|
|
|
Code => |
|
486
|
|
|
|
|
|
|
(' |
|
487
|
|
|
|
|
|
|
int i,j; |
|
488
|
|
|
|
|
|
|
// |
|
489
|
|
|
|
|
|
|
//-- initialize distance matrix: insertion costs |
|
490
|
|
|
|
|
|
|
$dist(N1=>0,M1=>0) = $costMatch(); //-- BOS always matches |
|
491
|
|
|
|
|
|
|
for (i=1; i < $SIZE(N1); i++) { |
|
492
|
|
|
|
|
|
|
$dist(N1=>i,M1=>0) = $dist(N1=>i-1,M1=>0) + $costDel(); //-- delete (insert1) |
|
493
|
|
|
|
|
|
|
} |
|
494
|
|
|
|
|
|
|
for (j=1; j < $SIZE(M1); j++) { |
|
495
|
|
|
|
|
|
|
$dist(N1=>0,M1=>j) = $dist(N1=>0,M1=>j-1) + $costIns(); //-- insert (insert2) |
|
496
|
|
|
|
|
|
|
} |
|
497
|
|
|
|
|
|
|
// |
|
498
|
|
|
|
|
|
|
//-- compute distance |
|
499
|
|
|
|
|
|
|
for (i=1; i < $SIZE(N1); i++) { |
|
500
|
|
|
|
|
|
|
for (j=1; j < $SIZE(M1); j++) { |
|
501
|
|
|
|
|
|
|
$GENERIC(dist) cost_insert_1 = $dist(N1=>i-1,M1=>j ) + $costDel(); |
|
502
|
|
|
|
|
|
|
$GENERIC(dist) cost_insert_2 = $dist(N1=>i, M1=>j-1) + $costIns(); |
|
503
|
|
|
|
|
|
|
$GENERIC(dist) cost_subst = $dist(N1=>i-1,M1=>j-1) + ($a1(N1=>i)==$b1(M1=>j) |
|
504
|
|
|
|
|
|
|
? $costMatch() |
|
505
|
|
|
|
|
|
|
: $costSubst()); |
|
506
|
|
|
|
|
|
|
if (cost_insert_1 < cost_insert_2) { |
|
507
|
|
|
|
|
|
|
if (cost_insert_1 < cost_subst) { |
|
508
|
|
|
|
|
|
|
$dist(N1=>i,M1=>j) = cost_insert_1; |
|
509
|
|
|
|
|
|
|
} else { |
|
510
|
|
|
|
|
|
|
$dist(N1=>i,M1=>j) = cost_subst; |
|
511
|
|
|
|
|
|
|
} |
|
512
|
|
|
|
|
|
|
} else if (cost_insert_2 < cost_subst) { |
|
513
|
|
|
|
|
|
|
$dist(N1=>i,M1=>j) = cost_insert_2; |
|
514
|
|
|
|
|
|
|
} else { |
|
515
|
|
|
|
|
|
|
$dist(N1=>i,M1=>j) = cost_subst; |
|
516
|
|
|
|
|
|
|
} |
|
517
|
|
|
|
|
|
|
} |
|
518
|
|
|
|
|
|
|
} |
|
519
|
|
|
|
|
|
|
'), |
|
520
|
|
|
|
|
|
|
Doc => |
|
521
|
|
|
|
|
|
|
q( |
|
522
|
|
|
|
|
|
|
Low-level method. |
|
523
|
|
|
|
|
|
|
Compute the edit distance matrix for input PDLs $a1() and $b1() given a |
|
524
|
|
|
|
|
|
|
static cost schema @costs = ($costMatch(), $costIns(), $costDel(), $costSubst()). |
|
525
|
|
|
|
|
|
|
Functionally identitical to _edit_distance_matrix_full($matches,@costs,$dist), |
|
526
|
|
|
|
|
|
|
but slightly faster. |
|
527
|
|
|
|
|
|
|
|
|
528
|
|
|
|
|
|
|
The first elements of $a1() and $b1() are ignored. |
|
529
|
|
|
|
|
|
|
), |
|
530
|
|
|
|
|
|
|
); |
|
531
|
|
|
|
|
|
|
|
|
532
|
|
|
|
|
|
|
|
|
533
|
|
|
|
|
|
|
##====================================================================== |
|
534
|
|
|
|
|
|
|
## Distance + Alignment: Static |
|
535
|
|
|
|
|
|
|
|
|
536
|
|
|
|
|
|
|
##------------------------------------------------------ |
|
537
|
|
|
|
|
|
|
## edit_align_static() : distance + alignment matrices using static cost schema |
|
538
|
|
|
|
|
|
|
pp_add_exported('','edit_align_static'); |
|
539
|
|
|
|
|
|
|
|
|
540
|
|
|
|
|
|
|
pp_addpm(<<'EOPM'); |
|
541
|
|
|
|
|
|
|
|
|
542
|
|
|
|
|
|
|
=pod |
|
543
|
|
|
|
|
|
|
|
|
544
|
|
|
|
|
|
|
=head2 edit_align_static |
|
545
|
|
|
|
|
|
|
|
|
546
|
|
|
|
|
|
|
=for sig |
|
547
|
|
|
|
|
|
|
|
|
548
|
|
|
|
|
|
|
Signature: (a(N); b(M); |
|
549
|
|
|
|
|
|
|
staticCostMatch(); staticCostIns(); staticCostDel(); staticCostSubst(); |
|
550
|
|
|
|
|
|
|
[o]dist(N+1,M+1); [o]align(N+1,M+1)) |
|
551
|
|
|
|
|
|
|
|
|
552
|
|
|
|
|
|
|
Convenience method. |
|
553
|
|
|
|
|
|
|
Compute the edit distance and alignment matrices for inputs $a() and $b() given |
|
554
|
|
|
|
|
|
|
a static cost schema @costs = ($staticCostMatch(), $staticCostIns(), $staticCostDel(), and $staticCostSubst()). |
|
555
|
|
|
|
|
|
|
$a() and $b() may be specified as PDLs, arrays of numbers, or as strings. |
|
556
|
|
|
|
|
|
|
Functionally equivalent to edit_align_full($matches,@costs,$dist), |
|
557
|
|
|
|
|
|
|
but slightly faster. |
|
558
|
|
|
|
|
|
|
|
|
559
|
|
|
|
|
|
|
=cut |
|
560
|
|
|
|
|
|
|
|
|
561
|
3
|
|
|
3
|
1
|
7261
|
sub edit_align_static { |
|
562
|
|
|
|
|
|
|
return _edit_align_static(_edit_pdl($_[0]), _edit_pdl($_[1]), @_[2..$#_]); |
|
563
|
|
|
|
|
|
|
} |
|
564
|
|
|
|
|
|
|
|
|
565
|
|
|
|
|
|
|
EOPM |
|
566
|
|
|
|
|
|
|
|
|
567
|
|
|
|
|
|
|
|
|
568
|
|
|
|
|
|
|
##------------------------------------------------------ |
|
569
|
|
|
|
|
|
|
## _edit_align_static : get distance & alignment matrices from static cost schema |
|
570
|
|
|
|
|
|
|
pp_add_exported('','_edit_align_static'); |
|
571
|
|
|
|
|
|
|
pp_def('_edit_align_static', |
|
572
|
|
|
|
|
|
|
Pars => ('a1(N1); b1(M1); costMatch(); costIns(); costDel(); costSubst();' |
|
573
|
|
|
|
|
|
|
.' [o]dist(N1,M1); byte [o]align(N1,M1)'), |
|
574
|
|
|
|
|
|
|
Code => |
|
575
|
|
|
|
|
|
|
(' |
|
576
|
|
|
|
|
|
|
int i,j; |
|
577
|
|
|
|
|
|
|
// |
|
578
|
|
|
|
|
|
|
//-- initialize distance matrix: insertion costs |
|
579
|
|
|
|
|
|
|
$dist( N1=>0,M1=>0) = $costMatch(); //-- BOS always matches |
|
580
|
|
|
|
|
|
|
$align(N1=>0,M1=>0) = ALIGN_OP_MATCH; //-- ... and is marked as "match" |
|
581
|
|
|
|
|
|
|
for (i=1; i < $SIZE(N1); i++) { |
|
582
|
|
|
|
|
|
|
$dist (N1=>i,M1=>0) = $dist(N1=>i-1,M1=>0) + $costDel(); //-- delete (insert1) |
|
583
|
|
|
|
|
|
|
$align(N1=>i,M1=>0) = ALIGN_OP_INSERT1; |
|
584
|
|
|
|
|
|
|
} |
|
585
|
|
|
|
|
|
|
for (j=1; j < $SIZE(M1); j++) { |
|
586
|
|
|
|
|
|
|
$dist (N1=>0,M1=>j) = $dist(N1=>0,M1=>j-1) + $costIns(); //-- insert (insert2) |
|
587
|
|
|
|
|
|
|
$align(N1=>0,M1=>j) = ALIGN_OP_INSERT2; |
|
588
|
|
|
|
|
|
|
} |
|
589
|
|
|
|
|
|
|
// |
|
590
|
|
|
|
|
|
|
//-- compute distance |
|
591
|
|
|
|
|
|
|
for (i=1; i < $SIZE(N1); i++) { |
|
592
|
|
|
|
|
|
|
for (j=1; j < $SIZE(M1); j++) { |
|
593
|
|
|
|
|
|
|
$GENERIC(dist) cost_insert_1 = $dist(N1=>i-1,M1=>j ) + $costDel(); |
|
594
|
|
|
|
|
|
|
$GENERIC(dist) cost_insert_2 = $dist(N1=>i, M1=>j-1) + $costIns(); |
|
595
|
|
|
|
|
|
|
$GENERIC(dist) cost_subst = $dist(N1=>i-1,M1=>j-1); |
|
596
|
|
|
|
|
|
|
char subst_op; |
|
597
|
|
|
|
|
|
|
// |
|
598
|
|
|
|
|
|
|
if ($a1(N1=>i)==$b1(M1=>j)) { |
|
599
|
|
|
|
|
|
|
cost_subst += $costMatch(); |
|
600
|
|
|
|
|
|
|
subst_op = ALIGN_OP_MATCH; |
|
601
|
|
|
|
|
|
|
} else { |
|
602
|
|
|
|
|
|
|
cost_subst += $costSubst(); |
|
603
|
|
|
|
|
|
|
subst_op = ALIGN_OP_SUBSTITUTE; |
|
604
|
|
|
|
|
|
|
} |
|
605
|
|
|
|
|
|
|
// |
|
606
|
|
|
|
|
|
|
if (cost_insert_1 < cost_insert_2) { |
|
607
|
|
|
|
|
|
|
if (cost_insert_1 < cost_subst) { |
|
608
|
|
|
|
|
|
|
$dist(N1=>i,M1=>j) = cost_insert_1; |
|
609
|
|
|
|
|
|
|
$align(N1=>i,M1=>j) = ALIGN_OP_INSERT1; |
|
610
|
|
|
|
|
|
|
} else { |
|
611
|
|
|
|
|
|
|
$dist(N1=>i,M1=>j) = cost_subst; |
|
612
|
|
|
|
|
|
|
$align(N1=>i,M1=>j) = subst_op; |
|
613
|
|
|
|
|
|
|
} |
|
614
|
|
|
|
|
|
|
} else if (cost_insert_2 < cost_subst) { |
|
615
|
|
|
|
|
|
|
$dist(N1=>i,M1=>j) = cost_insert_2; |
|
616
|
|
|
|
|
|
|
$align(N1=>i,M1=>j) = ALIGN_OP_INSERT2; |
|
617
|
|
|
|
|
|
|
} else { |
|
618
|
|
|
|
|
|
|
$dist(N1=>i,M1=>j) = cost_subst; |
|
619
|
|
|
|
|
|
|
$align(N1=>i,M1=>j) = subst_op; |
|
620
|
|
|
|
|
|
|
} |
|
621
|
|
|
|
|
|
|
} |
|
622
|
|
|
|
|
|
|
} |
|
623
|
|
|
|
|
|
|
'), |
|
624
|
|
|
|
|
|
|
Doc => |
|
625
|
|
|
|
|
|
|
q( |
|
626
|
|
|
|
|
|
|
Low-level method. |
|
627
|
|
|
|
|
|
|
Compute the edit distance and alignment matrices for input PDLs $a1() and $b1() given a |
|
628
|
|
|
|
|
|
|
static cost schema @costs = ($costMatch(), $costIns(), $costDel(), $costSubst()). |
|
629
|
|
|
|
|
|
|
Functionally identitical to _edit_distance_matrix_full($matches,@costs,$dist), |
|
630
|
|
|
|
|
|
|
but slightly faster. |
|
631
|
|
|
|
|
|
|
|
|
632
|
|
|
|
|
|
|
The first elements of $a1() and $b1() are ignored. |
|
633
|
|
|
|
|
|
|
), |
|
634
|
|
|
|
|
|
|
); |
|
635
|
|
|
|
|
|
|
|
|
636
|
|
|
|
|
|
|
##============================================================== |
|
637
|
|
|
|
|
|
|
## Alignment |
|
638
|
|
|
|
|
|
|
|
|
639
|
|
|
|
|
|
|
##------------------------------------------------------ |
|
640
|
|
|
|
|
|
|
## Alignment: Constants |
|
641
|
|
|
|
|
|
|
pp_add_exported('','align_op_insert1'); |
|
642
|
|
|
|
|
|
|
pp_def('align_op_insert1', |
|
643
|
|
|
|
|
|
|
Pars=>'[o]a()', |
|
644
|
|
|
|
|
|
|
Code=>'$a() = ALIGN_OP_INSERT1;', |
|
645
|
|
|
|
|
|
|
Doc => 'Alignment matrix value constant for insertion operations on $a() string.', |
|
646
|
|
|
|
|
|
|
); |
|
647
|
|
|
|
|
|
|
|
|
648
|
|
|
|
|
|
|
pp_add_exported('','align_op_insert2'); |
|
649
|
|
|
|
|
|
|
pp_def('align_op_insert2', |
|
650
|
|
|
|
|
|
|
Pars=>'[o]a()', |
|
651
|
|
|
|
|
|
|
Code=>'$a() = ALIGN_OP_INSERT2;', |
|
652
|
|
|
|
|
|
|
Doc => 'Alignment matrix value constant for insertion operations on $a() string.', |
|
653
|
|
|
|
|
|
|
); |
|
654
|
|
|
|
|
|
|
|
|
655
|
|
|
|
|
|
|
pp_add_exported('','align_op_match'); |
|
656
|
|
|
|
|
|
|
pp_def('align_op_match', |
|
657
|
|
|
|
|
|
|
Pars=>'[o]a()', |
|
658
|
|
|
|
|
|
|
Code=>'$a() = ALIGN_OP_MATCH;', |
|
659
|
|
|
|
|
|
|
Doc => 'Alignment matrix value constant for matches.', |
|
660
|
|
|
|
|
|
|
); |
|
661
|
|
|
|
|
|
|
|
|
662
|
|
|
|
|
|
|
pp_add_exported('','align_op_substitute'); |
|
663
|
|
|
|
|
|
|
pp_def('align_op_substitute', |
|
664
|
|
|
|
|
|
|
Pars=>'[o]a()', |
|
665
|
|
|
|
|
|
|
Code=>'$a() = ALIGN_OP_SUBSTITUTE;', |
|
666
|
|
|
|
|
|
|
Doc => 'Alignment matrix value constant for substitution operations.', |
|
667
|
|
|
|
|
|
|
); |
|
668
|
|
|
|
|
|
|
|
|
669
|
|
|
|
|
|
|
|
|
670
|
|
|
|
|
|
|
pp_add_exported('','align_op_insert'); |
|
671
|
|
|
|
|
|
|
pp_add_exported('','align_op_delete'); |
|
672
|
|
|
|
|
|
|
pp_addpm(<<'EOPM'); |
|
673
|
|
|
|
|
|
|
|
|
674
|
|
|
|
|
|
|
=pod |
|
675
|
|
|
|
|
|
|
|
|
676
|
|
|
|
|
|
|
=head2 align_op_delete |
|
677
|
|
|
|
|
|
|
|
|
678
|
|
|
|
|
|
|
Alias for align_op_insert1() |
|
679
|
|
|
|
|
|
|
|
|
680
|
|
|
|
|
|
|
=head2 align_op_insert |
|
681
|
|
|
|
|
|
|
|
|
682
|
|
|
|
|
|
|
Alias for align_op_insert2() |
|
683
|
|
|
|
|
|
|
|
|
684
|
|
|
|
|
|
|
=cut |
|
685
|
|
|
|
|
|
|
|
|
686
|
|
|
|
|
|
|
*align_op_delete = \&align_op_insert1; |
|
687
|
|
|
|
|
|
|
*align_op_insert = \&align_op_insert2; |
|
688
|
|
|
|
|
|
|
|
|
689
|
|
|
|
|
|
|
EOPM |
|
690
|
|
|
|
|
|
|
|
|
691
|
|
|
|
|
|
|
|
|
692
|
|
|
|
|
|
|
pp_add_exported('','align_ops'); |
|
693
|
|
|
|
|
|
|
pp_addpm(<<'EOPM'); |
|
694
|
|
|
|
|
|
|
=pod |
|
695
|
|
|
|
|
|
|
|
|
696
|
|
|
|
|
|
|
=head2 align_ops |
|
697
|
|
|
|
|
|
|
|
|
698
|
|
|
|
|
|
|
=for sig |
|
699
|
|
|
|
|
|
|
|
|
700
|
|
|
|
|
|
|
Signature: ([o]ops(4)) |
|
701
|
|
|
|
|
|
|
|
|
702
|
|
|
|
|
|
|
Alignment matrix value constants 4-element pdl (match,insert1,insert2,substitute).a |
|
703
|
|
|
|
|
|
|
|
|
704
|
|
|
|
|
|
|
=cut |
|
705
|
|
|
|
|
|
|
|
|
706
|
0
|
|
|
0
|
1
|
0
|
sub align_ops { return PDL->sequence(PDL::byte(),4); } |
|
707
|
|
|
|
|
|
|
|
|
708
|
|
|
|
|
|
|
EOPM |
|
709
|
|
|
|
|
|
|
|
|
710
|
|
|
|
|
|
|
##------------------------------------------------------ |
|
711
|
|
|
|
|
|
|
## Alignment: best path |
|
712
|
|
|
|
|
|
|
##------------------------------------------------------ |
|
713
|
|
|
|
|
|
|
## edit_bestpath() : distance + alignment matrices using static cost schema |
|
714
|
|
|
|
|
|
|
pp_add_exported('','edit_bestpath'); |
|
715
|
|
|
|
|
|
|
|
|
716
|
|
|
|
|
|
|
pp_addpm(<<'EOPM'); |
|
717
|
|
|
|
|
|
|
|
|
718
|
|
|
|
|
|
|
=pod |
|
719
|
|
|
|
|
|
|
|
|
720
|
|
|
|
|
|
|
=head2 edit_bestpath |
|
721
|
|
|
|
|
|
|
|
|
722
|
|
|
|
|
|
|
=for sig |
|
723
|
|
|
|
|
|
|
|
|
724
|
|
|
|
|
|
|
Signature: (align(N+1,M+1); [o]apath(N+M+2); [o]bpath(N+M+2); [o]pathlen()) |
|
725
|
|
|
|
|
|
|
|
|
726
|
|
|
|
|
|
|
Convenience method. |
|
727
|
|
|
|
|
|
|
Compute best path through alignment matrix $align(). |
|
728
|
|
|
|
|
|
|
Stores paths for original input strings $a() and $b() in $apath() and $bpath() |
|
729
|
|
|
|
|
|
|
respectively. |
|
730
|
|
|
|
|
|
|
Negative values in $apath() and $bpath() indicate insertion/deletion operations. |
|
731
|
|
|
|
|
|
|
On completion, $pathlen() holds the actual length of the paths. |
|
732
|
|
|
|
|
|
|
|
|
733
|
|
|
|
|
|
|
=cut |
|
734
|
|
|
|
|
|
|
|
|
735
|
1
|
|
|
1
|
1
|
117
|
sub edit_bestpath { |
|
736
|
1
|
50
|
|
|
|
6
|
my ($align,$apath,$bpath,$len) = @_; |
|
737
|
1
|
50
|
|
|
|
50
|
$len=pdl(long,$align->dim(0)+$align->dim(1)) if (!defined($len)); |
|
|
1
|
|
|
|
|
2
|
|
|
738
|
0
|
0
|
|
|
|
0
|
if (!defined($apath)) { $apath=zeroes(long,$len); } |
|
739
|
1
|
50
|
|
|
|
10
|
else { $apath->reshape($len) if ($apath->nelem < $len); } |
|
|
1
|
|
|
|
|
3
|
|
|
740
|
0
|
0
|
|
|
|
0
|
if (!defined($bpath)) { $bpath = zeroes(long,$len); } |
|
741
|
1
|
|
|
|
|
55
|
else { $bpath->reshape($len) if ($bpath->nelem < $len); } |
|
742
|
1
|
|
|
|
|
3
|
_edit_bestpath($align, $apath, $bpath, $len, $align->dim(0)-1, $align->dim(1)-1); |
|
743
|
|
|
|
|
|
|
return ($apath,$bpath,$len); |
|
744
|
|
|
|
|
|
|
} |
|
745
|
|
|
|
|
|
|
|
|
746
|
|
|
|
|
|
|
EOPM |
|
747
|
|
|
|
|
|
|
|
|
748
|
|
|
|
|
|
|
|
|
749
|
|
|
|
|
|
|
##------------------------------------------------------ |
|
750
|
|
|
|
|
|
|
## _edit_bestpath : get best path |
|
751
|
|
|
|
|
|
|
pp_add_exported('','_edit_bestpath'); |
|
752
|
|
|
|
|
|
|
pp_def('_edit_bestpath', |
|
753
|
|
|
|
|
|
|
Pars => ('align(N1,M1); int [o]apath(L); int [o]bpath(L); int [o]len();'), |
|
754
|
|
|
|
|
|
|
OtherPars => ('int ifinal; int jfinal'), |
|
755
|
|
|
|
|
|
|
Code => |
|
756
|
|
|
|
|
|
|
(' |
|
757
|
|
|
|
|
|
|
int i,j,p,endp,tmp; |
|
758
|
|
|
|
|
|
|
char op; |
|
759
|
|
|
|
|
|
|
//-- get reversed path & real path length |
|
760
|
|
|
|
|
|
|
$len()=0; |
|
761
|
|
|
|
|
|
|
for (p=0,i=$COMP(ifinal),j=$COMP(jfinal); p < $SIZE(L) && (i>0 || j>0); p++) { |
|
762
|
|
|
|
|
|
|
$apath(L=>p) = i-1; |
|
763
|
|
|
|
|
|
|
$bpath(L=>p) = j-1; |
|
764
|
|
|
|
|
|
|
// |
|
765
|
|
|
|
|
|
|
op = $align(N1=>i,M1=>j); |
|
766
|
|
|
|
|
|
|
if (op==ALIGN_OP_INSERT1) { |
|
767
|
|
|
|
|
|
|
--i; |
|
768
|
|
|
|
|
|
|
} else if (op==ALIGN_OP_INSERT2) { |
|
769
|
|
|
|
|
|
|
--j; |
|
770
|
|
|
|
|
|
|
} else { /* if (op==ALIGN_OP_MATCH || op==ALIGN_OP_SUBSTITUTE) */ |
|
771
|
|
|
|
|
|
|
--i; |
|
772
|
|
|
|
|
|
|
--j; |
|
773
|
|
|
|
|
|
|
} |
|
774
|
|
|
|
|
|
|
} |
|
775
|
|
|
|
|
|
|
$len() = p; |
|
776
|
|
|
|
|
|
|
//-- now reverse the paths |
|
777
|
|
|
|
|
|
|
for (p=0; p < ($len()+1)/2; p++) { |
|
778
|
|
|
|
|
|
|
endp = $len()-p-1; |
|
779
|
|
|
|
|
|
|
// |
|
780
|
|
|
|
|
|
|
tmp = $apath(L=>p); |
|
781
|
|
|
|
|
|
|
$apath(L=>p) = $apath(L=>endp); |
|
782
|
|
|
|
|
|
|
$apath(L=>endp) = tmp; |
|
783
|
|
|
|
|
|
|
// |
|
784
|
|
|
|
|
|
|
tmp = $bpath(L=>p); |
|
785
|
|
|
|
|
|
|
$bpath(L=>p) = $bpath(L=>endp); |
|
786
|
|
|
|
|
|
|
$bpath(L=>endp) = tmp; |
|
787
|
|
|
|
|
|
|
} |
|
788
|
|
|
|
|
|
|
//-- now, sanitize the paths |
|
789
|
|
|
|
|
|
|
for (p=$len(); p > 0; p--) { |
|
790
|
|
|
|
|
|
|
if ($apath(L=>p) == $apath(L=>p-1)) $apath(L=>p) = -1; |
|
791
|
|
|
|
|
|
|
if ($bpath(L=>p) == $bpath(L=>p-1)) $bpath(L=>p) = -1; |
|
792
|
|
|
|
|
|
|
} |
|
793
|
|
|
|
|
|
|
'), |
|
794
|
|
|
|
|
|
|
Doc => |
|
795
|
|
|
|
|
|
|
q( |
|
796
|
|
|
|
|
|
|
Low-level method. |
|
797
|
|
|
|
|
|
|
Compute best path through alignment matrix $align() from final index ($ifinal,$jfinal). |
|
798
|
|
|
|
|
|
|
Stores paths for (original) input strings $a() and $b() in $apath() and $bpath() |
|
799
|
|
|
|
|
|
|
respectively. |
|
800
|
|
|
|
|
|
|
Negative values in $apath() and $bpath() indicate insertion/deletion operations. |
|
801
|
|
|
|
|
|
|
On completion, $pathlen() holds the actual length of the paths. |
|
802
|
|
|
|
|
|
|
), |
|
803
|
|
|
|
|
|
|
); |
|
804
|
|
|
|
|
|
|
|
|
805
|
|
|
|
|
|
|
##------------------------------------------------------ |
|
806
|
|
|
|
|
|
|
## Alignment: operation backtrace |
|
807
|
|
|
|
|
|
|
|
|
808
|
|
|
|
|
|
|
##------------------------------------------------------ |
|
809
|
|
|
|
|
|
|
## edit_backtrace() : alignment operation backtrace |
|
810
|
|
|
|
|
|
|
pp_add_exported('','edit_pathtrace'); |
|
811
|
|
|
|
|
|
|
pp_addpm(<<'EOPM'); |
|
812
|
|
|
|
|
|
|
|
|
813
|
|
|
|
|
|
|
=pod |
|
814
|
|
|
|
|
|
|
|
|
815
|
|
|
|
|
|
|
=head2 edit_pathtrace |
|
816
|
|
|
|
|
|
|
|
|
817
|
|
|
|
|
|
|
=for sig |
|
818
|
|
|
|
|
|
|
|
|
819
|
|
|
|
|
|
|
Signature: ( align(N+1,M+1); [o]ai(L); [o]bi(L); [o]ops(L); [o]$pathlen() ) |
|
820
|
|
|
|
|
|
|
|
|
821
|
|
|
|
|
|
|
Convenience method. |
|
822
|
|
|
|
|
|
|
Compute alignment path backtrace through alignment matrix $align() from final index ($ifinal,$jfinal). |
|
823
|
|
|
|
|
|
|
Stores raw paths for (original) input strings $a() and $b() in $ai() and $bi() |
|
824
|
|
|
|
|
|
|
respectively. |
|
825
|
|
|
|
|
|
|
Unlike edit_bestpath(), null-moves for $ai() and $bi() are not stored here as negative values. |
|
826
|
|
|
|
|
|
|
Returned pdls ($ai,$bi,$ops) are trimmed to the appropriate path length. |
|
827
|
|
|
|
|
|
|
|
|
828
|
|
|
|
|
|
|
=cut |
|
829
|
|
|
|
|
|
|
|
|
830
|
1
|
|
|
1
|
1
|
187
|
sub edit_pathtrace { |
|
831
|
1
|
50
|
|
|
|
8
|
my ($align,$ai,$bi,$ops,$len) = @_; |
|
832
|
1
|
50
|
|
|
|
54
|
$len=pdl(long,$align->dim(0)+$align->dim(1)) if (!defined($len)); |
|
|
1
|
|
|
|
|
2
|
|
|
833
|
0
|
0
|
|
|
|
0
|
if (!defined($ai)) { $ai=zeroes(long,$len); } |
|
834
|
1
|
50
|
|
|
|
19
|
else { $ai->reshape($len) if ($ai->nelem < $len); } |
|
|
1
|
|
|
|
|
3
|
|
|
835
|
0
|
0
|
|
|
|
0
|
if (!defined($bi)) { $bi = zeroes(long,$len); } |
|
836
|
1
|
50
|
|
|
|
11
|
else { $bi->reshape($len) if ($bi->nelem < $len); } |
|
|
1
|
|
|
|
|
2
|
|
|
837
|
0
|
0
|
|
|
|
0
|
if (!defined($ops)) { $ops = zeroes(long,$len); } |
|
838
|
1
|
|
|
|
|
54
|
else { $ops->reshape($len) if ($ops->nelem < $len); } |
|
839
|
1
|
|
|
|
|
3
|
_edit_pathtrace($align, $ai,$bi,$ops,$len, $align->dim(0)-1,$align->dim(1)-1); |
|
840
|
1
|
|
|
|
|
2
|
my $lens = ($len->sclr-1); |
|
|
3
|
|
|
|
|
31
|
|
|
841
|
|
|
|
|
|
|
return ((map { $_->slice("0:$lens") } ($ai,$bi,$ops)), $len); |
|
842
|
|
|
|
|
|
|
} |
|
843
|
|
|
|
|
|
|
|
|
844
|
|
|
|
|
|
|
EOPM |
|
845
|
|
|
|
|
|
|
|
|
846
|
|
|
|
|
|
|
##------------------------------------------------------ |
|
847
|
|
|
|
|
|
|
## _edit_pathlog : trace path |
|
848
|
|
|
|
|
|
|
pp_add_exported('','_edit_pathtrace'); |
|
849
|
|
|
|
|
|
|
pp_def('_edit_pathtrace', |
|
850
|
|
|
|
|
|
|
Pars => ('align(N1,M1); int [o]ai(L); int [o]bi(L); int [o]ops(L); int [o]len();'), |
|
851
|
|
|
|
|
|
|
OtherPars => ('int ifinal; int jfinal'), |
|
852
|
|
|
|
|
|
|
Code => |
|
853
|
|
|
|
|
|
|
(' |
|
854
|
|
|
|
|
|
|
int i,j,p, tmp; |
|
855
|
|
|
|
|
|
|
//-- get reversed path & real path length |
|
856
|
|
|
|
|
|
|
$len() = 0; |
|
857
|
|
|
|
|
|
|
for (p=0, i=$COMP(ifinal),j=$COMP(jfinal); p < $SIZE(L) && (i>0 || j>0); p++) { |
|
858
|
|
|
|
|
|
|
int op = $align(N1=>i,M1=>j); |
|
859
|
|
|
|
|
|
|
$ai(L=>p) = i; |
|
860
|
|
|
|
|
|
|
$bi(L=>p) = j; |
|
861
|
|
|
|
|
|
|
$ops(L=>p) = op; |
|
862
|
|
|
|
|
|
|
switch (op) { |
|
863
|
|
|
|
|
|
|
case ALIGN_OP_INSERT1: --i; break; |
|
864
|
|
|
|
|
|
|
case ALIGN_OP_INSERT2: --j; break; |
|
865
|
|
|
|
|
|
|
case ALIGN_OP_MATCH: |
|
866
|
|
|
|
|
|
|
case ALIGN_OP_SUBSTITUTE: |
|
867
|
|
|
|
|
|
|
default: --i; --j; break; |
|
868
|
|
|
|
|
|
|
} |
|
869
|
|
|
|
|
|
|
} |
|
870
|
|
|
|
|
|
|
$len() = p; |
|
871
|
|
|
|
|
|
|
//-- now reverse the paths |
|
872
|
|
|
|
|
|
|
for (p=0; p < ($len()+1)/2; p++) { |
|
873
|
|
|
|
|
|
|
int endp = $len()-p-1; |
|
874
|
|
|
|
|
|
|
// |
|
875
|
|
|
|
|
|
|
tmp = $ai(L=>p); |
|
876
|
|
|
|
|
|
|
$ai(L=>p) = $ai(L=>endp); |
|
877
|
|
|
|
|
|
|
$ai(L=>endp) = tmp; |
|
878
|
|
|
|
|
|
|
// |
|
879
|
|
|
|
|
|
|
tmp = $bi(L=>p); |
|
880
|
|
|
|
|
|
|
$bi(L=>p) = $bi(L=>endp); |
|
881
|
|
|
|
|
|
|
$bi(L=>endp) = tmp; |
|
882
|
|
|
|
|
|
|
// |
|
883
|
|
|
|
|
|
|
tmp = $ops(L=>p); |
|
884
|
|
|
|
|
|
|
$ops(L=>p) = $ops(L=>endp); |
|
885
|
|
|
|
|
|
|
$ops(L=>endp) = tmp; |
|
886
|
|
|
|
|
|
|
} |
|
887
|
|
|
|
|
|
|
'), |
|
888
|
|
|
|
|
|
|
Doc => |
|
889
|
|
|
|
|
|
|
q( |
|
890
|
|
|
|
|
|
|
Low-level method. |
|
891
|
|
|
|
|
|
|
Compute alignment path backtrace through alignment matrix $align() from final index ($ifinal,$jfinal). |
|
892
|
|
|
|
|
|
|
Stores raw paths for (original) input strings $a() and $b() in $ai() and $bi() |
|
893
|
|
|
|
|
|
|
respectively. |
|
894
|
|
|
|
|
|
|
Unlike edit_bestpath(), null-moves for $ai() and $bi() are not stored here as negative values. |
|
895
|
|
|
|
|
|
|
Returned pdls ($ai,$bi,$ops) are trimmed to the appropriate path length. |
|
896
|
|
|
|
|
|
|
), |
|
897
|
|
|
|
|
|
|
); |
|
898
|
|
|
|
|
|
|
|
|
899
|
|
|
|
|
|
|
##====================================================================== |
|
900
|
|
|
|
|
|
|
## Longest Common Subsequence (LCS) |
|
901
|
|
|
|
|
|
|
|
|
902
|
|
|
|
|
|
|
##------------------------------------------------------ |
|
903
|
|
|
|
|
|
|
## edit_lcs() : lcs matrix (convenience) |
|
904
|
|
|
|
|
|
|
pp_add_exported('','edit_lcs'); |
|
905
|
|
|
|
|
|
|
pp_addpm(<<'EOPM'); |
|
906
|
|
|
|
|
|
|
|
|
907
|
|
|
|
|
|
|
=pod |
|
908
|
|
|
|
|
|
|
|
|
909
|
|
|
|
|
|
|
=head2 edit_lcs |
|
910
|
|
|
|
|
|
|
|
|
911
|
|
|
|
|
|
|
=for sig |
|
912
|
|
|
|
|
|
|
|
|
913
|
|
|
|
|
|
|
Signature: (a(N); b(M); int [o]lcs(N+1,M+1);) |
|
914
|
|
|
|
|
|
|
|
|
915
|
|
|
|
|
|
|
Convenience method. |
|
916
|
|
|
|
|
|
|
Compute the longest common subsequence (LCS) matrix for input PDLs $a1() and $b1(). |
|
917
|
|
|
|
|
|
|
The output matrix $lcs() contains at cell ($i+1,$j+1) the length of the LCS |
|
918
|
|
|
|
|
|
|
between $a1(0..$i) and $b1(0..$j); thus $lcs($N,$M) contains the |
|
919
|
|
|
|
|
|
|
length of the LCS between $a() and $b(). |
|
920
|
|
|
|
|
|
|
|
|
921
|
|
|
|
|
|
|
=cut |
|
922
|
|
|
|
|
|
|
|
|
923
|
1
|
|
|
1
|
1
|
2686
|
sub edit_lcs { |
|
924
|
|
|
|
|
|
|
return _edit_lcs(_edit_pdl($_[0]), _edit_pdl($_[1]), @_[2..$#_]); |
|
925
|
|
|
|
|
|
|
} |
|
926
|
|
|
|
|
|
|
|
|
927
|
|
|
|
|
|
|
EOPM |
|
928
|
|
|
|
|
|
|
|
|
929
|
|
|
|
|
|
|
##------------------------------------------------------ |
|
930
|
|
|
|
|
|
|
## _edit_lcs : get longest common subsequence matrix |
|
931
|
|
|
|
|
|
|
pp_add_exported('','_edit_lcs'); |
|
932
|
|
|
|
|
|
|
pp_def('_edit_lcs', |
|
933
|
|
|
|
|
|
|
Pars => ('a1(N1); b1(M1); int [o]lcs(N1,M1);'), |
|
934
|
|
|
|
|
|
|
Code => |
|
935
|
|
|
|
|
|
|
(' |
|
936
|
|
|
|
|
|
|
int i,j, iprev,jprev; |
|
937
|
|
|
|
|
|
|
// |
|
938
|
|
|
|
|
|
|
//-- initialize lcs matrix: lcs=0 at borders |
|
939
|
|
|
|
|
|
|
for (i=0; i < $SIZE(N1); i++) { $lcs(N1=>i,M1=>0) = 0; } |
|
940
|
|
|
|
|
|
|
for (j=1; j < $SIZE(M1); j++) { $lcs(N1=>0,M1=>j) = 0; } |
|
941
|
|
|
|
|
|
|
// |
|
942
|
|
|
|
|
|
|
//-- compute lcs |
|
943
|
|
|
|
|
|
|
for (i=1,iprev=0; i < $SIZE(N1); i++,iprev++) { |
|
944
|
|
|
|
|
|
|
for (j=1,jprev=0; j < $SIZE(M1); j++,jprev++) { |
|
945
|
|
|
|
|
|
|
// |
|
946
|
|
|
|
|
|
|
if ($a1(N1=>i)==$b1(M1=>j)) { |
|
947
|
|
|
|
|
|
|
$lcs(N1=>i,M1=>j) = $lcs(N1=>iprev,M1=>jprev)+1; |
|
948
|
|
|
|
|
|
|
} else { |
|
949
|
|
|
|
|
|
|
$GENERIC(lcs) lcs_i_jp = $lcs(N1=>i,M1=>jprev); |
|
950
|
|
|
|
|
|
|
$GENERIC(lcs) lcs_ip_j = $lcs(N1=>iprev,M1=>j); |
|
951
|
|
|
|
|
|
|
$lcs(N1=>i,M1=>j) = lcs_i_jp > lcs_ip_j ? lcs_i_jp : lcs_ip_j; |
|
952
|
|
|
|
|
|
|
} |
|
953
|
|
|
|
|
|
|
} |
|
954
|
|
|
|
|
|
|
} |
|
955
|
|
|
|
|
|
|
'), |
|
956
|
|
|
|
|
|
|
Doc => |
|
957
|
|
|
|
|
|
|
q( |
|
958
|
|
|
|
|
|
|
Low-level method. |
|
959
|
|
|
|
|
|
|
Compute the longest common subsequence (LCS) matrix for input PDLs $a1() and $b1(). |
|
960
|
|
|
|
|
|
|
The initial (zeroth) elements of $a1() and $b1() are ignored. |
|
961
|
|
|
|
|
|
|
The output matrix $lcs() contains at cell ($i,$j) the length of the LCS |
|
962
|
|
|
|
|
|
|
between $a1(1..$i) and $b1(1..$j); thus $lcs($N1-1,$M1-1) contains the |
|
963
|
|
|
|
|
|
|
length of the LCS between $a1() and $b1(). |
|
964
|
|
|
|
|
|
|
), |
|
965
|
|
|
|
|
|
|
); |
|
966
|
|
|
|
|
|
|
|
|
967
|
|
|
|
|
|
|
##------------------------------------------------------ |
|
968
|
|
|
|
|
|
|
## lcs_backtrace : get LCS backtrace (convenience) |
|
969
|
|
|
|
|
|
|
pp_add_exported('','lcs_backtrace'); |
|
970
|
|
|
|
|
|
|
pp_addpm(<<'EOPM'); |
|
971
|
|
|
|
|
|
|
|
|
972
|
|
|
|
|
|
|
=pod |
|
973
|
|
|
|
|
|
|
|
|
974
|
|
|
|
|
|
|
=head2 lcs_backtrace |
|
975
|
|
|
|
|
|
|
|
|
976
|
|
|
|
|
|
|
=for sig |
|
977
|
|
|
|
|
|
|
|
|
978
|
|
|
|
|
|
|
Signature: (a(N); b(M); int lcs(N+1,M+1); int ifinal(); int jfinal(); int [o]ai(L); int [o]bi(L); int [o]len()) |
|
979
|
|
|
|
|
|
|
|
|
980
|
|
|
|
|
|
|
Convenience method. |
|
981
|
|
|
|
|
|
|
Compute longest-common-subsequence backtrace through LCS matrix $lcs() |
|
982
|
|
|
|
|
|
|
for original input strings ($a(),$b()) from final index ($ifinal,$jfinal). |
|
983
|
|
|
|
|
|
|
Stores raw paths for (original) input strings $a() and $b() in $ai() and $bi() |
|
984
|
|
|
|
|
|
|
respectively. |
|
985
|
|
|
|
|
|
|
|
|
986
|
|
|
|
|
|
|
=cut |
|
987
|
|
|
|
|
|
|
|
|
988
|
1
|
|
|
1
|
1
|
167
|
sub lcs_backtrace { |
|
989
|
1
|
50
|
|
|
|
7
|
my ($a,$b,$lcs,$ifinal,$jfinal,$ai,$bi,$len) = @_; |
|
990
|
1
|
50
|
|
|
|
183
|
$len=pdl(long, pdl(long,$lcs->dims)->min) if (!defined($len)); |
|
|
1
|
|
|
|
|
4
|
|
|
991
|
0
|
0
|
|
|
|
0
|
if (!defined($ai)) { $ai=zeroes(long,$len); } |
|
992
|
1
|
50
|
|
|
|
13
|
else { $ai->reshape($len) if ($ai->nelem < $len); } |
|
|
1
|
|
|
|
|
3
|
|
|
993
|
0
|
0
|
|
|
|
0
|
if (!defined($bi)) { $bi = zeroes(long,$len); } |
|
994
|
1
|
50
|
|
|
|
7
|
else { $bi->reshape($len) if ($bi->nelem < $len); } |
|
|
1
|
|
|
|
|
3
|
|
|
995
|
1
|
50
|
|
|
|
3
|
if (!defined($ifinal)) { $ifinal = $lcs->dim(0)-1; } |
|
|
1
|
|
|
|
|
2
|
|
|
996
|
1
|
|
|
|
|
6
|
if (!defined($jfinal)) { $jfinal = $lcs->dim(1)-1; } |
|
997
|
1
|
|
|
|
|
132
|
_lcs_backtrace(_edit_pdl($a),_edit_pdl($b), $lcs,$ifinal,$jfinal, $ai,$bi,$len); |
|
998
|
1
|
|
|
|
|
11
|
my $lens = ($len->sclr-1); |
|
999
|
|
|
|
|
|
|
return ($ai->slice("0:$lens"),$bi->slice("0:$lens"), $len); |
|
1000
|
|
|
|
|
|
|
} |
|
1001
|
|
|
|
|
|
|
|
|
1002
|
|
|
|
|
|
|
EOPM |
|
1003
|
|
|
|
|
|
|
|
|
1004
|
|
|
|
|
|
|
##------------------------------------------------------ |
|
1005
|
|
|
|
|
|
|
## _lcs_backtrace : get LCS backtrace |
|
1006
|
|
|
|
|
|
|
pp_add_exported('','_lcs_backtrace'); |
|
1007
|
|
|
|
|
|
|
pp_def('_lcs_backtrace', |
|
1008
|
|
|
|
|
|
|
Pars => ('a1(N1); b1(M1); int lcs(N1,M1); int ifinal(); int jfinal(); [o]ai(L); [o]bi(L); int [o]len()'), |
|
1009
|
|
|
|
|
|
|
Code => |
|
1010
|
|
|
|
|
|
|
(' |
|
1011
|
|
|
|
|
|
|
int i,j,p, iprev,jprev, tmp; |
|
1012
|
|
|
|
|
|
|
//-- get reversed path & real path length |
|
1013
|
|
|
|
|
|
|
$len() = 0; |
|
1014
|
|
|
|
|
|
|
for (p=0, i=$ifinal(), j=$jfinal(); p < $SIZE(L) && i>0 && j>0; ) { |
|
1015
|
|
|
|
|
|
|
$GENERIC(a1) a1i = $a1(N1=>i); |
|
1016
|
|
|
|
|
|
|
$GENERIC(b1) b1j = $b1(M1=>j); |
|
1017
|
|
|
|
|
|
|
iprev=i-1; |
|
1018
|
|
|
|
|
|
|
jprev=j-1; |
|
1019
|
|
|
|
|
|
|
if (a1i==b1j) { |
|
1020
|
|
|
|
|
|
|
$ai(L=>p) = iprev; |
|
1021
|
|
|
|
|
|
|
$bi(L=>p) = jprev; |
|
1022
|
|
|
|
|
|
|
--i; |
|
1023
|
|
|
|
|
|
|
--j; |
|
1024
|
|
|
|
|
|
|
++p; |
|
1025
|
|
|
|
|
|
|
} else if ($lcs(N1=>i,M1=>jprev) > $lcs(N1=>iprev,M1=>j)) { |
|
1026
|
|
|
|
|
|
|
--j; |
|
1027
|
|
|
|
|
|
|
} else { |
|
1028
|
|
|
|
|
|
|
--i; |
|
1029
|
|
|
|
|
|
|
} |
|
1030
|
|
|
|
|
|
|
} |
|
1031
|
|
|
|
|
|
|
$len() = p; |
|
1032
|
|
|
|
|
|
|
//-- now reverse the paths |
|
1033
|
|
|
|
|
|
|
for (p=0; p < ($len()+1)/2; p++) { |
|
1034
|
|
|
|
|
|
|
int endp = $len()-p-1; |
|
1035
|
|
|
|
|
|
|
// |
|
1036
|
|
|
|
|
|
|
tmp = $ai(L=>p); |
|
1037
|
|
|
|
|
|
|
$ai(L=>p) = $ai(L=>endp); |
|
1038
|
|
|
|
|
|
|
$ai(L=>endp) = tmp; |
|
1039
|
|
|
|
|
|
|
// |
|
1040
|
|
|
|
|
|
|
tmp = $bi(L=>p); |
|
1041
|
|
|
|
|
|
|
$bi(L=>p) = $bi(L=>endp); |
|
1042
|
|
|
|
|
|
|
$bi(L=>endp) = tmp; |
|
1043
|
|
|
|
|
|
|
} |
|
1044
|
|
|
|
|
|
|
'), |
|
1045
|
|
|
|
|
|
|
Doc => |
|
1046
|
|
|
|
|
|
|
q( |
|
1047
|
|
|
|
|
|
|
Low-level method. |
|
1048
|
|
|
|
|
|
|
Compute longest-common-subsequence backtrace through LCS matrix $lcs() |
|
1049
|
|
|
|
|
|
|
for initial-padded strings ($a1(),$b1()) from final index ($ifinal,$jfinal). |
|
1050
|
|
|
|
|
|
|
Stores raw paths for (original) input strings $a() and $b() in $ai() and $bi() |
|
1051
|
|
|
|
|
|
|
respectively. |
|
1052
|
|
|
|
|
|
|
), |
|
1053
|
|
|
|
|
|
|
); |
|
1054
|
|
|
|
|
|
|
|
|
1055
|
|
|
|
|
|
|
|
|
1056
|
|
|
|
|
|
|
|
|
1057
|
|
|
|
|
|
|
##====================================================================== |
|
1058
|
|
|
|
|
|
|
## Footer Administrivia |
|
1059
|
|
|
|
|
|
|
##====================================================================== |
|
1060
|
|
|
|
|
|
|
|
|
1061
|
|
|
|
|
|
|
##------------------------------------------------------ |
|
1062
|
|
|
|
|
|
|
## pm additions |
|
1063
|
|
|
|
|
|
|
pp_addpm(<<'EOPM'); |
|
1064
|
|
|
|
|
|
|
|
|
1065
|
|
|
|
|
|
|
##--------------------------------------------------------------------- |
|
1066
|
|
|
|
|
|
|
=pod |
|
1067
|
|
|
|
|
|
|
|
|
1068
|
|
|
|
|
|
|
=head1 ACKNOWLEDGEMENTS |
|
1069
|
|
|
|
|
|
|
|
|
1070
|
|
|
|
|
|
|
Perl by Larry Wall. |
|
1071
|
|
|
|
|
|
|
|
|
1072
|
|
|
|
|
|
|
PDL by Karl Glazebrook, Tuomas J. Lukka, Christian Soeller, and others. |
|
1073
|
|
|
|
|
|
|
|
|
1074
|
|
|
|
|
|
|
=cut |
|
1075
|
|
|
|
|
|
|
|
|
1076
|
|
|
|
|
|
|
##---------------------------------------------------------------------- |
|
1077
|
|
|
|
|
|
|
=pod |
|
1078
|
|
|
|
|
|
|
|
|
1079
|
|
|
|
|
|
|
=head1 KNOWN BUGS |
|
1080
|
|
|
|
|
|
|
|
|
1081
|
|
|
|
|
|
|
Probably many. |
|
1082
|
|
|
|
|
|
|
|
|
1083
|
|
|
|
|
|
|
=cut |
|
1084
|
|
|
|
|
|
|
|
|
1085
|
|
|
|
|
|
|
|
|
1086
|
|
|
|
|
|
|
##--------------------------------------------------------------------- |
|
1087
|
|
|
|
|
|
|
=pod |
|
1088
|
|
|
|
|
|
|
|
|
1089
|
|
|
|
|
|
|
=head1 AUTHOR |
|
1090
|
|
|
|
|
|
|
|
|
1091
|
|
|
|
|
|
|
Bryan Jurish Emoocow@cpan.orgE |
|
1092
|
|
|
|
|
|
|
|
|
1093
|
|
|
|
|
|
|
=head2 Copyright Policy |
|
1094
|
|
|
|
|
|
|
|
|
1095
|
|
|
|
|
|
|
Copyright (C) 2006-2015, Bryan Jurish. All rights reserved. |
|
1096
|
|
|
|
|
|
|
|
|
1097
|
|
|
|
|
|
|
This package is free software, and entirely without warranty. |
|
1098
|
|
|
|
|
|
|
You may redistribute it and/or modify it under the same terms |
|
1099
|
|
|
|
|
|
|
as Perl itself, either Perl 5.20.2, or at your option any later |
|
1100
|
|
|
|
|
|
|
version of Perl 5. |
|
1101
|
|
|
|
|
|
|
|
|
1102
|
|
|
|
|
|
|
=head1 SEE ALSO |
|
1103
|
|
|
|
|
|
|
|
|
1104
|
|
|
|
|
|
|
perl(1), PDL(3perl). |
|
1105
|
|
|
|
|
|
|
|
|
1106
|
|
|
|
|
|
|
=cut |
|
1107
|
|
|
|
|
|
|
|
|
1108
|
|
|
|
|
|
|
EOPM |
|
1109
|
|
|
|
|
|
|
|
|
1110
|
|
|
|
|
|
|
|
|
1111
|
|
|
|
|
|
|
# Always make sure that you finish your PP declarations with |
|
1112
|
|
|
|
|
|
|
# pp_done |
|
1113
|
|
|
|
|
|
|
pp_done(); |
|
1114
|
|
|
|
|
|
|
##---------------------------------------------------------------------- |