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
|
from libcpp.string cimport string
from libcpp.vector cimport vector
from utils cimport *
from grammar cimport TRule
from lattice cimport Lattice
cdef extern from "decoder/hg.h":
cdef cppclass EdgeMask "std::vector<bool>":
EdgeMask(int size)
bint& operator[](int)
cdef cppclass HypergraphEdge "Hypergraph::Edge":
int id_
int head_node_ # position in hg.nodes_
SmallVector[unsigned] tail_nodes_ # positions in hg.nodes_
shared_ptr[TRule] rule_
FastSparseVector[weight_t] feature_values_
prob_t edge_prob_ # weights.dot(feature_values_)
# typically source span:
short int i_
short int j_
ctypedef HypergraphEdge const_HypergraphEdge "const Hypergraph::Edge"
cdef cppclass HypergraphNode "Hypergraph::Node":
int id_
WordID cat_ # non-terminal category if <0, 0 if not set
vector[int] in_edges_ # positions in hg.edge_prob_
vector[int] out_edges_ # positions in hg.edge_prob_
ctypedef HypergraphNode const_HypergraphNode "const Hypergraph::Node"
cdef cppclass Hypergraph:
Hypergraph()
Hypergraph(Hypergraph) nogil
vector[HypergraphNode] nodes_
vector[HypergraphEdge] edges_
int GoalNode()
double NumberOfPaths()
void Reweight(vector[weight_t]& weights) nogil
void Reweight(FastSparseVector& weights) nogil
bint PruneInsideOutside(double beam_alpha,
double density,
EdgeMask* preserve_mask,
bint use_sum_prod_semiring,
double scale,
bint safe_inside) nogil
cdef extern from "decoder/viterbi.h":
prob_t ViterbiESentence(Hypergraph& hg, vector[WordID]* trans) nogil
string ViterbiETree(Hypergraph& hg) nogil
prob_t ViterbiFSentence(Hypergraph& hg, vector[WordID]* trans) nogil
string ViterbiFTree(Hypergraph& hg) nogil
FastSparseVector[weight_t] ViterbiFeatures(Hypergraph& hg) nogil
FastSparseVector[weight_t] ViterbiFeatures(Hypergraph& hg,
FastSparseVector[weight_t]* weights,
bint fatal_dotprod_disagreement) nogil
string JoshuaVisualizationString(Hypergraph& hg) nogil
cdef extern from "decoder/hg_io.h" namespace "HypergraphIO":
# Hypergraph JSON I/O
bint ReadFromJSON(istream* inp, Hypergraph* out)
bint WriteToJSON(Hypergraph& hg, bint remove_rules, ostream* out)
# Hypergraph PLF I/O
void ReadFromPLF(string& inp, Hypergraph* out)
string AsPLF(Hypergraph& hg, bint include_global_parentheses)
# Lattice PLF I/O
void PLFtoLattice(string& plf, Lattice* pl)
string AsPLF(Lattice& lat, bint include_global_parentheses)
cdef extern from "decoder/hg_intersect.h" namespace "HG":
bint Intersect(Lattice& target, Hypergraph* hg) nogil
cdef extern from "decoder/hg_sampler.h" namespace "HypergraphSampler":
cdef cppclass Hypothesis:
vector[WordID] words
FastSparseVector[weight_t] fmap
prob_t model_score
void sample_hypotheses(Hypergraph& hg,
unsigned n,
MT19937* rng,
vector[Hypothesis]* hypos) nogil
void sample_trees(Hypergraph& hg,
unsigned n,
MT19937* rng,
vector[string]* trees) nogil
cdef extern from "decoder/csplit.h" namespace "CompoundSplit":
int GetFullWordEdgeIndex(Hypergraph& forest)
cdef extern from "decoder/inside_outside.h":
prob_t InsideOutside "InsideOutside<prob_t, EdgeProb, SparseVector<prob_t>, EdgeFeaturesAndProbWeightFunction>" (Hypergraph& hg, FastSparseVector[prob_t]* result) nogil
|
