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#include "lexalign.h"
#include <iostream>
#include "filelib.h"
#include "hg.h"
#include "tdict.h"
#include "grammar.h"
#include "sentence_metadata.h"
using namespace std;
struct LexicalAlignImpl {
LexicalAlignImpl(const boost::program_options::variables_map& conf) :
use_null(conf.count("lexcrf_use_null") > 0),
kXCAT(TD::Convert("X")*-1),
kNULL(TD::Convert("<eps>")),
kBINARY(new TRule("[X] ||| [X,1] [X,2] ||| [1] [2]")),
kGOAL_RULE(new TRule("[Goal] ||| [X,1] ||| [1]")) {
}
void BuildTrellis(const Lattice& lattice, const SentenceMetadata& smeta, Hypergraph* forest) {
const int e_len = smeta.GetTargetLength();
assert(e_len > 0);
const Lattice& target = smeta.GetReference();
const int f_len = lattice.size();
// hack to tell the feature function system how big the sentence pair is
const int f_start = (use_null ? -1 : 0);
int prev_node_id = -1;
for (int i = 0; i < e_len; ++i) { // for each word in the *target*
const WordID& e_i = target[i][0].label;
Hypergraph::Node* node = forest->AddNode(kXCAT);
const int new_node_id = node->id_;
int num_srcs = 0;
for (int j = f_start; j < f_len; ++j) { // for each word in the source
const WordID src_sym = (j < 0 ? kNULL : lattice[j][0].label);
const TRulePtr& rule = LexRule(src_sym, e_i);
if (rule) {
Hypergraph::Edge* edge = forest->AddEdge(rule, Hypergraph::TailNodeVector());
edge->i_ = j;
edge->j_ = j+1;
edge->prev_i_ = i;
edge->prev_j_ = i+1;
edge->feature_values_ += edge->rule_->GetFeatureValues();
++num_srcs;
forest->ConnectEdgeToHeadNode(edge->id_, new_node_id);
} else {
cerr << TD::Convert(src_sym) << " does not translate to " << TD::Convert(e_i) << endl;
}
}
assert(num_srcs > 0);
if (prev_node_id >= 0) {
const int comb_node_id = forest->AddNode(kXCAT)->id_;
Hypergraph::TailNodeVector tail(2, prev_node_id);
tail[1] = new_node_id;
Hypergraph::Edge* edge = forest->AddEdge(kBINARY, tail);
forest->ConnectEdgeToHeadNode(edge->id_, comb_node_id);
prev_node_id = comb_node_id;
} else {
prev_node_id = new_node_id;
}
}
Hypergraph::TailNodeVector tail(1, forest->nodes_.size() - 1);
Hypergraph::Node* goal = forest->AddNode(TD::Convert("Goal")*-1);
Hypergraph::Edge* hg_edge = forest->AddEdge(kGOAL_RULE, tail);
forest->ConnectEdgeToHeadNode(hg_edge, goal);
}
inline int LexFeatureId(const WordID& f, const WordID& e) {
map<int, int>& e2fid = f2e2fid[f];
map<int, int>::iterator it = e2fid.find(e);
if (it != e2fid.end())
return it->second;
int& fid = e2fid[e];
if (f == 0) {
fid = FD::Convert("Lx:<eps>_" + FD::Escape(TD::Convert(e)));
} else {
fid = FD::Convert("Lx:" + FD::Escape(TD::Convert(f)) + "_" + FD::Escape(TD::Convert(e)));
}
return fid;
}
inline const TRulePtr& LexRule(const WordID& f, const WordID& e) {
const int fid = LexFeatureId(f, e);
if (!fid) { return kNULL_PTR; }
map<int, TRulePtr>& e2rule = f2e2rule[f];
map<int, TRulePtr>::iterator it = e2rule.find(e);
if (it != e2rule.end())
return it->second;
TRulePtr& tr = e2rule[e];
tr.reset(TRule::CreateLexicalRule(f, e));
tr->scores_.set_value(fid, 1.0);
return tr;
}
private:
const bool use_null;
const WordID kXCAT;
const WordID kNULL;
const TRulePtr kBINARY;
const TRulePtr kGOAL_RULE;
const TRulePtr kNULL_PTR;
map<int, map<int, TRulePtr> > f2e2rule;
map<int, map<int, int> > f2e2fid;
GrammarPtr grammar;
};
LexicalAlign::LexicalAlign(const boost::program_options::variables_map& conf) :
pimpl_(new LexicalAlignImpl(conf)) {}
bool LexicalAlign::TranslateImpl(const string& input,
SentenceMetadata* smeta,
const vector<double>& weights,
Hypergraph* forest) {
Lattice& lattice = smeta->src_lattice_;
LatticeTools::ConvertTextOrPLF(input, &lattice);
if (!lattice.IsSentence()) {
// lexical models make independence assumptions
// that don't work with lattices or conf nets
cerr << "LexicalTrans: cannot deal with lattice source input!\n";
abort();
}
smeta->SetSourceLength(lattice.size());
pimpl_->BuildTrellis(lattice, *smeta, forest);
forest->is_linear_chain_ = true;
forest->Reweight(weights);
// since we don't do any pruning, the node_hash will be the same for
// every run of the composer
int nc = 0;
for (auto& node : forest->nodes_)
node.node_hash = ++nc;
return true;
}
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