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very minimal KB functionality working
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1
setup.py
1
setup.py
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@ -40,6 +40,7 @@ MOD_NAMES = [
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"spacy.lexeme",
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"spacy.lexeme",
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"spacy.vocab",
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"spacy.vocab",
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"spacy.attrs",
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"spacy.attrs",
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"spacy.kb",
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"spacy.morphology",
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"spacy.morphology",
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"spacy.pipeline.pipes",
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"spacy.pipeline.pipes",
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"spacy.syntax.stateclass",
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"spacy.syntax.stateclass",
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17
spacy/kb.pxd
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spacy/kb.pxd
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@ -4,6 +4,7 @@ from preshed.maps cimport PreshMap
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from libcpp.vector cimport vector
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from libcpp.vector cimport vector
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from libc.stdint cimport int32_t, int64_t
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from libc.stdint cimport int32_t, int64_t
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from .typedefs cimport hash_t
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from .typedefs cimport hash_t
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from .strings cimport hash_string
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# Internal struct, for storage and disambiguation. This isn't what we return
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# Internal struct, for storage and disambiguation. This isn't what we return
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@ -32,10 +33,10 @@ cdef struct _EntryC:
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cdef struct _AliasC:
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cdef struct _AliasC:
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# All entry candidates for this alias
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# All entry candidates for this alias
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const vector[int64_t] entry_indices
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vector[int64_t] entry_indices
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# Prior probability P(entity|alias) - should sum up to (at most) 1.
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# Prior probability P(entity|alias) - should sum up to (at most) 1.
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const vector[float] probs
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vector[float] probs
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cdef class KnowledgeBase:
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cdef class KnowledgeBase:
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@ -94,13 +95,21 @@ cdef class KnowledgeBase:
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feats_row=feats_row,
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feats_row=feats_row,
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prob=prob
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prob=prob
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))
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))
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self._index[entity_key] = entity_index
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self._entry_index[entity_key] = entity_index
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return entity_index
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return entity_index
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cdef inline int64_t c_add_aliases(self, hash_t alias_key, vector[int64_t] entry_indices, vector[float] probs):
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cdef inline int64_t c_add_aliases(self, hash_t alias_key, entities, probabilities):
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"""Connect a mention to a list of potential entities with their prior probabilities ."""
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"""Connect a mention to a list of potential entities with their prior probabilities ."""
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cdef int64_t alias_index = self._aliases_table.size()
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cdef int64_t alias_index = self._aliases_table.size()
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cdef vector[int64_t] entry_indices
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cdef vector[float] probs
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for entity, prob in zip(entities, probs):
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entry_index = self._entry_index[hash_string(entity)]
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entry_indices.push_back(entry_index)
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probs.push_back(prob)
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self._aliases_table.push_back(
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self._aliases_table.push_back(
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_AliasC(
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_AliasC(
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entry_indices=entry_indices,
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entry_indices=entry_indices,
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30
spacy/kb.pyx
30
spacy/kb.pyx
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@ -1,34 +1,42 @@
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from .strings cimport hash_string
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# cython: profile=True
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# coding: utf8
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from preshed.maps import PreshMap
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cdef class KnowledgeBase:
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cdef class KnowledgeBase:
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def __init__(self):
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self._entry_index = PreshMap()
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self._alias_index = PreshMap()
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self.mem = Pool()
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def __len__(self):
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def __len__(self):
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return self._entries.size()
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return self._entries.size()
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def add_entity(self, entity_id: str, float prob, vectors=None, features=None):
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def add_entity(self, unicode entity_id, float prob, vectors=None, features=None):
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cdef hash_t id_hash = hash_string(entity_id)
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# TODO: more friendly check for non-unique name
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# TODO: more friendly check for non-unique name
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if entity_id in self:
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if id_hash in self._entry_index:
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return
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return
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cdef hash_t id_hash = hash_string(entity_id)
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cdef int32_t dummy_value = 342
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cdef int32_t dummy_value = 342
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self.c_add_entity(entity_key=id_hash, prob=prob, vector_rows=&dummy_value, feats_row=dummy_value)
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self.c_add_entity(entity_key=id_hash, prob=prob, vector_rows=&dummy_value, feats_row=dummy_value)
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# TODO self._vectors_table.get_pointer(vectors),
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# TODO self._vectors_table.get_pointer(vectors),
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# self._features_table.get(features))
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# self._features_table.get(features))
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def add_alias(self, alias, entities, probabilities):
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def add_alias(self, unicode alias, entities, probabilities):
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"""For a given alias, add its potential entities and prior probabilies to the KB."""
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"""For a given alias, add its potential entities and prior probabilies to the KB."""
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cdef hash_t alias_hash = hash_string(alias)
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cdef hash_t alias_hash = hash_string(alias)
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cdef hash_t entity_hash = 0
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cdef int64_t entity_index = 0
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cdef vector[int64_t] entry_indices = [self._entry_index[hash_string(entity)] for entity in entities]
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self.c_add_aliases(alias_key=alias_hash, entry_indices=entry_indices, probs=probabilities)
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# TODO: check that alias hadn't been defined before
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# TODO: check that alias hadn't been defined before
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# TODO: check that entity is already in this KB (entity_index is OK)
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# TODO: check that entity is already in this KB (entity_index is OK)
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# TODO: check sum(probabilities) <= 1
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# TODO: check sum(probabilities) <= 1
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# TODO: check len(entities) == len(probabilities)
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# TODO: check len(entities) == len(probabilities)
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self.c_add_aliases(alias_key=alias_hash, entities=entities, probabilities=probabilities)
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@ -1,4 +1,16 @@
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import spacy
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import spacy
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from spacy.kb import KnowledgeBase
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def create_kb():
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mykb = KnowledgeBase()
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print("kb size", len(mykb))
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entity_id = "Q42"
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mykb.add_entity(entity_id=entity_id, prob=0.5)
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print("adding entity", entity_id)
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print("kb size", len(mykb))
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def add_el():
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def add_el():
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@ -23,4 +35,5 @@ def add_el():
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if __name__ == "__main__":
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if __name__ == "__main__":
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add_el()
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# add_el()
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create_kb()
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