mirror of
https://github.com/explosion/spaCy.git
synced 2024-12-25 17:36:30 +03:00
very minimal KB functionality working
This commit is contained in:
parent
af281c5466
commit
cf34113250
1
setup.py
1
setup.py
|
@ -40,6 +40,7 @@ MOD_NAMES = [
|
|||
"spacy.lexeme",
|
||||
"spacy.vocab",
|
||||
"spacy.attrs",
|
||||
"spacy.kb",
|
||||
"spacy.morphology",
|
||||
"spacy.pipeline.pipes",
|
||||
"spacy.syntax.stateclass",
|
||||
|
|
17
spacy/kb.pxd
17
spacy/kb.pxd
|
@ -4,6 +4,7 @@ from preshed.maps cimport PreshMap
|
|||
from libcpp.vector cimport vector
|
||||
from libc.stdint cimport int32_t, int64_t
|
||||
from .typedefs cimport hash_t
|
||||
from .strings cimport hash_string
|
||||
|
||||
|
||||
# Internal struct, for storage and disambiguation. This isn't what we return
|
||||
|
@ -32,10 +33,10 @@ cdef struct _EntryC:
|
|||
cdef struct _AliasC:
|
||||
|
||||
# All entry candidates for this alias
|
||||
const vector[int64_t] entry_indices
|
||||
vector[int64_t] entry_indices
|
||||
|
||||
# Prior probability P(entity|alias) - should sum up to (at most) 1.
|
||||
const vector[float] probs
|
||||
vector[float] probs
|
||||
|
||||
|
||||
cdef class KnowledgeBase:
|
||||
|
@ -94,13 +95,21 @@ cdef class KnowledgeBase:
|
|||
feats_row=feats_row,
|
||||
prob=prob
|
||||
))
|
||||
self._index[entity_key] = entity_index
|
||||
self._entry_index[entity_key] = entity_index
|
||||
return entity_index
|
||||
|
||||
cdef inline int64_t c_add_aliases(self, hash_t alias_key, vector[int64_t] entry_indices, vector[float] probs):
|
||||
cdef inline int64_t c_add_aliases(self, hash_t alias_key, entities, probabilities):
|
||||
"""Connect a mention to a list of potential entities with their prior probabilities ."""
|
||||
cdef int64_t alias_index = self._aliases_table.size()
|
||||
|
||||
cdef vector[int64_t] entry_indices
|
||||
cdef vector[float] probs
|
||||
|
||||
for entity, prob in zip(entities, probs):
|
||||
entry_index = self._entry_index[hash_string(entity)]
|
||||
entry_indices.push_back(entry_index)
|
||||
probs.push_back(prob)
|
||||
|
||||
self._aliases_table.push_back(
|
||||
_AliasC(
|
||||
entry_indices=entry_indices,
|
||||
|
|
30
spacy/kb.pyx
30
spacy/kb.pyx
|
@ -1,34 +1,42 @@
|
|||
from .strings cimport hash_string
|
||||
# cython: profile=True
|
||||
# coding: utf8
|
||||
from preshed.maps import PreshMap
|
||||
|
||||
|
||||
cdef class KnowledgeBase:
|
||||
|
||||
def __init__(self):
|
||||
self._entry_index = PreshMap()
|
||||
self._alias_index = PreshMap()
|
||||
self.mem = Pool()
|
||||
|
||||
|
||||
def __len__(self):
|
||||
return self._entries.size()
|
||||
|
||||
def add_entity(self, entity_id: str, float prob, vectors=None, features=None):
|
||||
def add_entity(self, unicode entity_id, float prob, vectors=None, features=None):
|
||||
cdef hash_t id_hash = hash_string(entity_id)
|
||||
|
||||
# TODO: more friendly check for non-unique name
|
||||
if entity_id in self:
|
||||
if id_hash in self._entry_index:
|
||||
return
|
||||
|
||||
cdef hash_t id_hash = hash_string(entity_id)
|
||||
|
||||
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, alias, entities, probabilities):
|
||||
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 = hash_string(alias)
|
||||
cdef hash_t entity_hash = 0
|
||||
cdef int64_t entity_index = 0
|
||||
|
||||
cdef vector[int64_t] entry_indices = [self._entry_index[hash_string(entity)] for entity in entities]
|
||||
|
||||
self.c_add_aliases(alias_key=alias_hash, entry_indices=entry_indices, probs=probabilities)
|
||||
|
||||
# TODO: check that alias hadn't been defined before
|
||||
# TODO: check that entity is already in this KB (entity_index is OK)
|
||||
# TODO: check sum(probabilities) <= 1
|
||||
# TODO: check len(entities) == len(probabilities)
|
||||
|
||||
self.c_add_aliases(alias_key=alias_hash, entities=entities, probabilities=probabilities)
|
||||
|
||||
|
||||
|
||||
|
|
|
@ -1,4 +1,16 @@
|
|||
import spacy
|
||||
from spacy.kb import KnowledgeBase
|
||||
|
||||
|
||||
def create_kb():
|
||||
mykb = KnowledgeBase()
|
||||
print("kb size", len(mykb))
|
||||
|
||||
entity_id = "Q42"
|
||||
mykb.add_entity(entity_id=entity_id, prob=0.5)
|
||||
print("adding entity", entity_id)
|
||||
|
||||
print("kb size", len(mykb))
|
||||
|
||||
|
||||
def add_el():
|
||||
|
@ -23,4 +35,5 @@ def add_el():
|
|||
|
||||
|
||||
if __name__ == "__main__":
|
||||
add_el()
|
||||
# add_el()
|
||||
create_kb()
|
Loading…
Reference in New Issue
Block a user