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dp_main.cc
/*************************************************************************/
/* */
/* Centre for Speech Technology Research */
/* University of Edinburgh, UK */
/* Copyright (c) 1995,1996 */
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/*************************************************************************/
/* Author: Simon King */
/* Date : May 1998 */
/*-----------------------------------------------------------------------*/
/* Simple dynamic programming */
/* e.g. for aligning pronunciations */
/*=======================================================================*/
#include <cstdlib>
#include <cstdio>
#include <cmath>
#include "EST.h"
EST_read_status load_TList_of_StrVector(EST_TList<EST_StrVector> &w,
const EST_String &filename,
const int vec_len);
typedef
float (*local_cost_function)(const EST_Item *item1,
const EST_Item *item2);
typedef
bool (*local_pruning_function)(const int i,
const int j,
const int max_i,
const int max_j);
bool dp_match(const EST_Relation &lexical,
const EST_Relation &surface,
EST_Relation &match,
local_cost_function lcf,
local_pruning_function lpf,
EST_Item *null_sym);
bool dp_match(const EST_Relation &lexical,
const EST_Relation &surface,
EST_Relation &match,
local_cost_function lcf,
EST_Item *null_sym);
float local_cost(const EST_Item *s1, const EST_Item *s2);
bool local_prune(const int i, const int j,
const int max_i,const int max_j);
static void load_vocab(const EST_String &vfile);
static EST_Item *null_sym;
//static EST_String deleted_marker = "<del>";
//static EST_String inserted_marker = "<ins>";
static bool show_cost=FALSE;
static int prune_width = 100;
//static float path_cost;
int StrVector_index(const EST_StrVector &v, const EST_String &s);
EST_StrList pattern1_l, pattern2_l, vocab_l;
EST_StrVector pattern1, pattern2, vocab;
EST_FMatrix DP_substitution_cost;
EST_FVector DP_deletion_cost;
EST_FVector DP_insertion_cost;
EST_IMatrix DP_path_i,DP_path_j;
EST_FMatrix cost_matrix;
// this are local distance measures,
// NOT the 1/2/1 weights in the DP recursion formula !
float insertion_cost = 1;
float deletion_cost = 1;
float substitution_cost = 1;
// two possibilities :
// 1. simple insertion/deletion/substitution penalties
// 2. matrix of distances between all pairs of vocab items,
// where vocab includes some null symbol for insertions/deletions
EST_String distance_measure = "simple"; // could be "matrix"
/** @name <command>dp</command> <emphasis> Perform dynamic programming on label sequences</emphasis>
* @id dp-manual
* @toc
*/
//@{
/**@name Synopsis
*/
//@{
//@synopsis
/**
dp provides simple dynamic programming to find the lowest cost
alignment of two symbol sequences. Possible uses include:
<itemizedlist>
<listitem><para>Label alignment (e.g. speech recogniser output scoring) </para></listitem>
</itemizedlist>
The costs of inserting/deleting/substituting symbols can be given
either with command line options, or as a file containing a full
matrix of costs. In the former case, all insertions will have the same
cost. In the latter case, each row of the file contains the cost of
replacing a symbol in sequence 1 with each possible symbol in the
vocabulary to align with sequence 2, including a special "place
holder" symbol used for insertions/deletions. See the examples
below. The place holder can be redefined.
The output is an EST utterance with three Relations: the first two are
the input sequences, and the third shows the alignment found by
dynamic programming.
*/
//@}
/**@name Options
*/
//@{
//@options
//@}
int main(int argc, char **argv)
{
EST_StrList files;
EST_Option al;
EST_String out_file;
//int i;
EST_Relation *path1, *path2, *match;
null_sym = new EST_Item;
null_sym->set_name("<null>");
parse_command_line(argc, argv,
EST_String("Usage:\n")+
"dp <options> \"pattern 1\" \"pattern 2\"\n"+
"Find the best alignment of a pair of symbol sequences (e.g. word pronuciations).\n"+
"-vocab <string> file containing vocabulary\n"+
"-place_holder <string> which vocab item is the place holder (default is " + null_sym->name() + " )\n"+
"-show_cost show cost of matching path\n"+
"-o <string> output file\n"+
"-p <int> 'beam' width\n"+
"Either:\n"+
"-i <float> insertion cost\n"+
"-d <float> deletion cost\n"+
"-s <float> substitution cost\n"+
"Or:\n"+
"-cost_matrix <string> file containing cost matrix\n",
files, al);
out_file = al.present("-o") ? al.val("-o") : (EST_String)"-";
if (al.present("-vocab"))
load_vocab(al.val("-vocab"));
else
{
cerr << argv[0] << ": no vocab file specified" << endl;
exit(-1);
}
if (al.present("-p"))
prune_width = al.ival("-p");
if (al.present("-cost_matrix"))
{
if(al.present("-i") || al.present("-d") || al.present("-s") )
{
cerr << "Can't have ins/del/subs costs as well as matrix !" << endl;
exit(-1);
}
distance_measure="matrix";
cost_matrix.load(al.val("-cost_matrix"));
if(al.present("-place_holder"))
null_sym->set_name(al.val("-place_holder"));
if(StrVector_index(vocab,null_sym->name()) < 0)
{
cerr << "The place holder symbol '" << null_sym->name();
cerr << "' is not in the vocbulary !" << endl;
exit(-1);
}
if(cost_matrix.num_columns() != vocab.length())
{
cerr << "Cost matrix number of columns must match vocabulary size !" << endl;
exit(-1);
}
if(cost_matrix.num_rows() != vocab.length())
{
cerr << "Cost matrix number of rows must match vocabulary size !" << endl;
exit(-1);
}
}
else if(al.present("-i") && al.present("-d") && al.present("-s") )
{
insertion_cost = al.fval("-i");
deletion_cost = al.fval("-d");
substitution_cost = al.fval("-s");
}
else
{
cerr << "Must give either ins/del/subs costs or cost matrix !" << endl;
exit(-1);
}
if(al.present("-show_cost"))
show_cost=TRUE;
if(files.length() != 2)
{
cerr << "Must give 2 patterns !" << endl;
exit(-1);
}
StringtoStrList(files(files.head()),pattern1_l," ");
StringtoStrList(files(files.head()->next()),pattern2_l," ");
EST_Utterance utt;
path1 = utt.create_relation("Lexical");
path2 = utt.create_relation("Surface");
match = utt.create_relation("Match");
EST_Litem *p;
for(p=pattern1_l.head();p != 0; p=p->next())
{
if( StrVector_index(vocab,pattern1_l(p)) < 0)
{
cerr << pattern1_l(p) << " is not in the vocabulary !" << endl;
exit(1);
}
EST_Item new_item;
new_item.set_name(pattern1_l(p));
path1->append(&new_item);
}
for(p=pattern2_l.head();p != 0; p=p->next())
{
if( StrVector_index(vocab,pattern2_l(p)) < 0)
{
cerr << pattern2_l(p) << " is not in the vocabulary !" << endl;
exit(1);
}
EST_Item new_item;
new_item.set_name(pattern2_l(p));
path2->append(&new_item);
}
// to do : check all items in two patterns are in vocab
// .....
// cerr << "MATCHING..." << endl;
if(!dp_match(*path1,*path2,*match,
local_cost,local_prune,null_sym))
// cerr << "OK !" << endl;
// else
cerr << "No match could be found." << endl;
utt.save(out_file);
return 0;
}
static void load_vocab(const EST_String &vfile)
{
// Load vocabulary (strings)
EST_TokenStream ts;
if (ts.open(vfile) == -1)
{
cerr << "can't find vocab file \"" << vfile << "\"" << endl;
exit(-1);
}
while (!ts.eof())
if (ts.peek() != "")
vocab_l.append(ts.get().string());
ts.close();
StrList_to_StrVector(vocab_l,vocab);
}
float local_cost(const EST_Item *s1, const EST_Item *s2)
{
// N.B. cost is not necessarily zero for matching symbols
//cerr << "lcf " << s1 << "," << s2 << endl;
// otherwise cost is either insertion cost, or cost_matrix value
if(distance_measure == "simple")
{
if(s1->name() == s2->name())
return 0;
else
{
if(s1 == null_sym)
return insertion_cost;
else if(s2 == null_sym)
return deletion_cost;
else
return substitution_cost;
}
}
//cerr << "Cost of replacing " << s1 << " with " << s2 << " is ";
//cerr << cost_matrix(StrVector_index(vocab,s1),StrVector_index(vocab,s2)) << endl;
return cost_matrix(StrVector_index(vocab,s1->name()),
StrVector_index(vocab,s2->name()));
}
bool local_prune(const int i, const int j,
const int max_i, const int max_j)
{
// keep it simple :
// if we stray too far from the diagonal - PRUNE !
float scale = (float)max_i / (float)max_j;
float near_j = (float)i / scale;
float near_i = (float)j * scale;
/*
cerr << "prune i: " << i << " " << near_i - (float)i
<< " " << abs(near_i - (float)i)<< endl;
cerr << "prune j: " << j << " " << near_j - (float)j
<< " " << abs(near_j - (float)j) << endl;
*/
if( (abs((int)(near_i - (float)i)) > prune_width) ||
(abs((int)(near_j - (float)j)) > prune_width) )
{
//cerr << "lpf " << i << "," << j << " true" << endl;
return TRUE;
}
return FALSE;
}
/**@name Examples
<para>
Align two symbol sequences:
</para>
<para>
<screen>
$ dp -vocab vocab.file "a b c" "a b d c" -i 1 -d 2 -s 3
</screen>
</para>
<para>
where vocab.file contains "a b c d"
</para>
<para>
Or, using a full cost matrix:
</para>
<para>
<screen>
$ dp -vocab vocab2.file -cost_matrix foo "a b c" "a b d c"
</screen>
</para>
<para>
where vocab2.file contains "a b c d <null>" and the file foo contains:
</para>
<para>
<screen>
<para>0 3 3 3 2</para>
<para>3 0 3 3 2</para>
<para>3 3 0 3 2</para>
<para>3 3 3 0 2</para>
<para>1 1 1 1 0</para>
</screen>
</para>
<para> Each row of foo shows the cost of replacing an input symbol
with each symbol in the vocabulary to match an output symbol. Each row
corresponds to an item in the vocabulary (in the order they appear in
the vocabulary file). In the example, replacing 'a' with 'a' costs 0,
replacing 'a' with any of 'b' 'c' or 'd' costs 3 (a substitution), and
replacing 'a' with the place holder symbol 'null' costs 2 (a
deletion). The cost of replacing 'null' with anything other than
'null' costs 1 (an insertion). The costs of 1,2 and 3 used here are
only for illustration. The cost matrix meed not have the form above -
for example, replacing 'a' with 'a' need not cost 0. The entries in
foo are read as floats. </para>
*/
//@{
//@}
EST_FMatrix
Definition EST_FMatrix.h:56
EST_FVector
Definition EST_FMatrix.h:114
EST_IMatrix
Definition EST_IMatrix.h:50
EST_Item
Definition EST_Item.h:83
EST_Option
Definition EST_Option.h:50
EST_Option::fval
float fval(const EST_String &rkey, int m=1) const
Definition EST_Option.cc:98
EST_Option::ival
int ival(const EST_String &rkey, int m=1) const
Definition EST_Option.cc:76
EST_Relation
Definition EST_Relation.h:68
EST_String
Definition EST_String.h:70
EST_TKVL::val
const V & val(const K &rkey, bool m=0) const
return value according to key (const)
Definition EST_TKVL.cc:145
EST_TKVL::present
const int present(const K &rkey) const
Returns true if key is present.
Definition EST_TKVL.cc:222
EST_TList
Definition EST_TList.h:109
EST_TokenStream
Definition EST_Token.h:235
EST_TokenStream::eof
int eof()
end of file
Definition EST_Token.h:356
EST_TokenStream::peek
EST_Token & peek(void)
peek at next token
Definition EST_Token.cc:830
EST_TokenStream::close
void close(void)
Close stream.
Definition EST_Token.cc:406
EST_TokenStream::open
int open(const EST_String &filename)
open a \Ref{EST_TokenStream} for a file.
Definition EST_Token.cc:200
EST_TokenStream::get
EST_TokenStream & get(EST_Token &t)
get next token in stream
Definition EST_Token.cc:486
EST_Utterance
Definition EST_Utterance.h:54
EST_Utterance::save
EST_write_status save(const EST_String &filename, const EST_String &type="est_ascii") const
Definition EST_Utterance.cc:512
EST_Utterance::create_relation
EST_Relation * create_relation(const EST_String &relname)
create a new relation called <parameter>n</parameter>.
Definition EST_Utterance.cc:98