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authorChris Dyer <redpony@gmail.com>2009-12-03 16:33:55 -0500
committerChris Dyer <redpony@gmail.com>2009-12-03 16:33:55 -0500
commit671c21451542e2dd20e45b4033d44d8e8735f87b (patch)
treeb1773b077dd65b826f067a423d26f7942ce4e043 /src/viterbi.h
initial check in
Diffstat (limited to 'src/viterbi.h')
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diff --git a/src/viterbi.h b/src/viterbi.h
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+#ifndef _VITERBI_H_
+#define _VITERBI_H_
+
+#include <vector>
+#include "prob.h"
+#include "hg.h"
+#include "tdict.h"
+
+// V must implement:
+// void operator()(const vector<const T*>& ants, T* result);
+template<typename T, typename Traversal, typename WeightType, typename WeightFunction>
+WeightType Viterbi(const Hypergraph& hg,
+ T* result,
+ const Traversal& traverse = Traversal(),
+ const WeightFunction& weight = WeightFunction()) {
+ const int num_nodes = hg.nodes_.size();
+ std::vector<T> vit_result(num_nodes);
+ std::vector<WeightType> vit_weight(num_nodes, WeightType::Zero());
+
+ for (int i = 0; i < num_nodes; ++i) {
+ const Hypergraph::Node& cur_node = hg.nodes_[i];
+ WeightType* const cur_node_best_weight = &vit_weight[i];
+ T* const cur_node_best_result = &vit_result[i];
+
+ const int num_in_edges = cur_node.in_edges_.size();
+ if (num_in_edges == 0) {
+ *cur_node_best_weight = WeightType(1);
+ continue;
+ }
+ for (int j = 0; j < num_in_edges; ++j) {
+ const Hypergraph::Edge& edge = hg.edges_[cur_node.in_edges_[j]];
+ WeightType score = weight(edge);
+ std::vector<const T*> ants(edge.tail_nodes_.size());
+ for (int k = 0; k < edge.tail_nodes_.size(); ++k) {
+ const int tail_node_index = edge.tail_nodes_[k];
+ score *= vit_weight[tail_node_index];
+ ants[k] = &vit_result[tail_node_index];
+ }
+ if (*cur_node_best_weight < score) {
+ *cur_node_best_weight = score;
+ traverse(edge, ants, cur_node_best_result);
+ }
+ }
+ }
+ std::swap(*result, vit_result.back());
+ return vit_weight.back();
+}
+
+struct PathLengthTraversal {
+ void operator()(const Hypergraph::Edge& edge,
+ const std::vector<const int*>& ants,
+ int* result) const {
+ (void) edge;
+ *result = 1;
+ for (int i = 0; i < ants.size(); ++i) *result += *ants[i];
+ }
+};
+
+struct ESentenceTraversal {
+ void operator()(const Hypergraph::Edge& edge,
+ const std::vector<const std::vector<WordID>*>& ants,
+ std::vector<WordID>* result) const {
+ edge.rule_->ESubstitute(ants, result);
+ }
+};
+
+struct ELengthTraversal {
+ void operator()(const Hypergraph::Edge& edge,
+ const std::vector<const int*>& ants,
+ int* result) const {
+ *result = edge.rule_->ELength() - edge.rule_->Arity();
+ for (int i = 0; i < ants.size(); ++i) *result += *ants[i];
+ }
+};
+
+struct FSentenceTraversal {
+ void operator()(const Hypergraph::Edge& edge,
+ const std::vector<const std::vector<WordID>*>& ants,
+ std::vector<WordID>* result) const {
+ edge.rule_->FSubstitute(ants, result);
+ }
+};
+
+// create a strings of the form (S (X the man) (X said (X he (X would (X go)))))
+struct ETreeTraversal {
+ ETreeTraversal() : left("("), space(" "), right(")") {}
+ const std::string left;
+ const std::string space;
+ const std::string right;
+ void operator()(const Hypergraph::Edge& edge,
+ const std::vector<const std::vector<WordID>*>& ants,
+ std::vector<WordID>* result) const {
+ std::vector<WordID> tmp;
+ edge.rule_->ESubstitute(ants, &tmp);
+ const std::string cat = TD::Convert(edge.rule_->GetLHS() * -1);
+ if (cat == "Goal")
+ result->swap(tmp);
+ else
+ TD::ConvertSentence(left + cat + space + TD::GetString(tmp) + right,
+ result);
+ }
+};
+
+struct FTreeTraversal {
+ FTreeTraversal() : left("("), space(" "), right(")") {}
+ const std::string left;
+ const std::string space;
+ const std::string right;
+ void operator()(const Hypergraph::Edge& edge,
+ const std::vector<const std::vector<WordID>*>& ants,
+ std::vector<WordID>* result) const {
+ std::vector<WordID> tmp;
+ edge.rule_->FSubstitute(ants, &tmp);
+ const std::string cat = TD::Convert(edge.rule_->GetLHS() * -1);
+ if (cat == "Goal")
+ result->swap(tmp);
+ else
+ TD::ConvertSentence(left + cat + space + TD::GetString(tmp) + right,
+ result);
+ }
+};
+
+prob_t ViterbiESentence(const Hypergraph& hg, std::vector<WordID>* result);
+std::string ViterbiETree(const Hypergraph& hg);
+prob_t ViterbiFSentence(const Hypergraph& hg, std::vector<WordID>* result);
+std::string ViterbiFTree(const Hypergraph& hg);
+int ViterbiELength(const Hypergraph& hg);
+int ViterbiPathLength(const Hypergraph& hg);
+
+#endif