diff options
Diffstat (limited to 'decoder/lexalign.cc')
-rw-r--r-- | decoder/lexalign.cc | 113 |
1 files changed, 113 insertions, 0 deletions
diff --git a/decoder/lexalign.cc b/decoder/lexalign.cc new file mode 100644 index 00000000..ee3b5fe0 --- /dev/null +++ b/decoder/lexalign.cc @@ -0,0 +1,113 @@ +#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_; + 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); + TRulePtr& rule = LexRule(src_sym, e_i); + 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(); + forest->ConnectEdgeToHeadNode(edge->id_, new_node_id); + } + 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 TRulePtr& LexRule(const WordID& f, const WordID& e) { + 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(LexFeatureId(f, e), 1.0); + return tr; + } + + private: + const bool use_null; + const WordID kXCAT; + const WordID kNULL; + const TRulePtr kBINARY; + const TRulePtr kGOAL_RULE; + 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::Translate(const string& input, + SentenceMetadata* smeta, + const vector<double>& weights, + Hypergraph* forest) { + Lattice lattice; + LatticeTools::ConvertTextToLattice(input, &lattice); + smeta->SetSourceLength(lattice.size()); + pimpl_->BuildTrellis(lattice, *smeta, forest); + forest->is_linear_chain_ = true; + forest->Reweight(weights); + return true; +} + |