1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
|
#include "ff_rules.h"
#include <sstream>
#include <cassert>
#include <cmath>
#include "filelib.h"
#include "stringlib.h"
#include "sentence_metadata.h"
#include "lattice.h"
#include "fdict.h"
#include "verbose.h"
#include "tdict.h"
#include "hg.h"
using namespace std;
namespace {
string Escape(const string& x) {
string y = x;
for (int i = 0; i < y.size(); ++i) {
if (y[i] == '=') y[i]='_';
if (y[i] == ';') y[i]='_';
}
return y;
}
}
RuleIdentityFeatures::RuleIdentityFeatures(const std::string& param) {
}
void RuleIdentityFeatures::PrepareForInput(const SentenceMetadata& smeta) {
// std::map<const TRule*, SparseVector<double> >
rule2_fid_.clear();
}
void RuleIdentityFeatures::TraversalFeaturesImpl(const SentenceMetadata& smeta,
const Hypergraph::Edge& edge,
const vector<const void*>& ant_contexts,
SparseVector<double>* features,
SparseVector<double>* estimated_features,
void* context) const {
map<const TRule*, int>::iterator it = rule2_fid_.find(edge.rule_.get());
if (it == rule2_fid_.end()) {
const TRule& rule = *edge.rule_;
ostringstream os;
os << "R:";
if (rule.lhs_ < 0) os << TD::Convert(-rule.lhs_) << ':';
for (unsigned i = 0; i < rule.f_.size(); ++i) {
if (i > 0) os << '_';
WordID w = rule.f_[i];
if (w < 0) { os << 'N'; w = -w; }
assert(w > 0);
os << TD::Convert(w);
}
os << ':';
for (unsigned i = 0; i < rule.e_.size(); ++i) {
if (i > 0) os << '_';
WordID w = rule.e_[i];
if (w <= 0) {
os << 'N' << (1-w);
} else {
os << TD::Convert(w);
}
}
it = rule2_fid_.insert(make_pair(&rule, FD::Convert(Escape(os.str())))).first;
}
features->add_value(it->second, 1);
}
RuleSourceBigramFeatures::RuleSourceBigramFeatures(const std::string& param) {
}
void RuleSourceBigramFeatures::PrepareForInput(const SentenceMetadata& smeta) {
// std::map<const TRule*, SparseVector<double> >
rule2_feats_.clear();
}
void RuleSourceBigramFeatures::TraversalFeaturesImpl(const SentenceMetadata& smeta,
const Hypergraph::Edge& edge,
const vector<const void*>& ant_contexts,
SparseVector<double>* features,
SparseVector<double>* estimated_features,
void* context) const {
map<const TRule*, SparseVector<double> >::iterator it = rule2_feats_.find(edge.rule_.get());
if (it == rule2_feats_.end()) {
const TRule& rule = *edge.rule_;
it = rule2_feats_.insert(make_pair(&rule, SparseVector<double>())).first;
SparseVector<double>& f = it->second;
string prev = "<r>";
for (int i = 0; i < rule.f_.size(); ++i) {
WordID w = rule.f_[i];
if (w < 0) w = -w;
assert(w > 0);
const string& cur = TD::Convert(w);
ostringstream os;
os << "RBS:" << prev << '_' << cur;
const int fid = FD::Convert(Escape(os.str()));
if (fid <= 0) return;
f.add_value(fid, 1.0);
prev = cur;
}
ostringstream os;
os << "RBS:" << prev << '_' << "</r>";
f.set_value(FD::Convert(Escape(os.str())), 1.0);
}
(*features) += it->second;
}
RuleTargetBigramFeatures::RuleTargetBigramFeatures(const std::string& param) {
}
void RuleTargetBigramFeatures::PrepareForInput(const SentenceMetadata& smeta) {
rule2_feats_.clear();
}
void RuleTargetBigramFeatures::TraversalFeaturesImpl(const SentenceMetadata& smeta,
const Hypergraph::Edge& edge,
const vector<const void*>& ant_contexts,
SparseVector<double>* features,
SparseVector<double>* estimated_features,
void* context) const {
map<const TRule*, SparseVector<double> >::iterator it = rule2_feats_.find(edge.rule_.get());
if (it == rule2_feats_.end()) {
const TRule& rule = *edge.rule_;
it = rule2_feats_.insert(make_pair(&rule, SparseVector<double>())).first;
SparseVector<double>& f = it->second;
string prev = "<r>";
for (int i = 0; i < rule.e_.size(); ++i) {
WordID w = rule.e_[i];
if (w < 0) w = -w;
if (w == 0) return;
const string& cur = TD::Convert(w);
ostringstream os;
os << "RBT:" << prev << '_' << cur;
const int fid = FD::Convert(Escape(os.str()));
if (fid <= 0) return;
f.add_value(fid, 1.0);
prev = cur;
}
ostringstream os;
os << "RBT:" << prev << '_' << "</r>";
f.set_value(FD::Convert(Escape(os.str())), 1.0);
}
(*features) += it->second;
}
|