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": 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[weight_t]& 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, EdgeFeaturesAndProbWeightFunction>" (Hypergraph& hg, FastSparseVector[prob_t]* result) nogil