# cython: profile=True # coding: utf8 from spacy.errors import user_warning cdef class KnowledgeBase: def __init__(self): self._entry_index = PreshMap() self._alias_index = PreshMap() self.mem = Pool() self.strings = StringStore() self.create_empty_vectors() def __len__(self): return self.get_size_entities() def get_size_entities(self): return self._entries.size() def get_size_aliases(self): return self._aliases_table.size() def add_entity(self, unicode entity_id, float prob, vectors=None, features=None): cdef hash_t id_hash = self.strings.add(entity_id) # Return if this entity was added before if id_hash in self._entry_index: user_warning("Entity " + entity_id + " already exists in the KB") return cdef int32_t dummy_value = 342 self.c_add_entity(entity_key=id_hash, prob=prob, vector_rows=&dummy_value, feats_row=dummy_value) # TODO self._vectors_table.get_pointer(vectors), # self._features_table.get(features)) def add_alias(self, unicode alias, entities, probabilities): """For a given alias, add its potential entities and prior probabilies to the KB.""" cdef hash_t alias_hash = self.strings.add(alias) # Return if this alias was added before if alias_hash in self._alias_index: user_warning("Alias " + alias + " already exists in the KB") return cdef hash_t entity_hash cdef vector[int64_t] entry_indices cdef vector[float] probs for entity, prob in zip(entities, probabilities): entity_hash = self.strings[entity] if not entity_hash in self._entry_index: raise ValueError("Alias '" + alias + "' defined for unknown entity '" + entity + "'") entry_index = self._entry_index.get(entity_hash) entry_indices.push_back(int(entry_index)) probs.push_back(float(prob)) # TODO: check sum(probabilities) <= 1 # TODO: check len(entities) == len(probabilities) self.c_add_aliases(alias_key=alias_hash, entry_indices=entry_indices, probs=probs) def get_candidates(self, unicode alias): cdef hash_t alias_hash = self.strings.add(alias) alias_index = self._alias_index.get(alias_hash) return self._aliases_table[alias_index]