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avoid value 0 in preshmap and helpful user warnings
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commit
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19
spacy/kb.pxd
19
spacy/kb.pxd
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@ -112,4 +112,23 @@ cdef class KnowledgeBase:
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self._alias_index[alias_key] = alias_index
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self._alias_index[alias_key] = alias_index
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return alias_index
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return alias_index
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cdef inline create_empty_vectors(self):
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"""
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Making sure the first element of each vector is a dummy,
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because the PreshMap maps pointing to indices in these vectors can not contain 0 as value
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cf. https://github.com/explosion/preshed/issues/17
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"""
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cdef int32_t dummy_value = 0
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self._entries.push_back(
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_EntryC(
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vector_rows=&dummy_value,
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feats_row=dummy_value,
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prob=dummy_value
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))
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self._aliases_table.push_back(
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_AliasC(
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entry_indices=[dummy_value],
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probs=[dummy_value]
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))
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13
spacy/kb.pyx
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spacy/kb.pyx
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@ -1,5 +1,6 @@
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# cython: profile=True
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# cython: profile=True
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# coding: utf8
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# coding: utf8
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from spacy.errors import user_warning
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cdef class KnowledgeBase:
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cdef class KnowledgeBase:
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@ -8,6 +9,7 @@ cdef class KnowledgeBase:
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self._alias_index = PreshMap()
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self._alias_index = PreshMap()
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self.mem = Pool()
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self.mem = Pool()
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self.strings = StringStore()
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self.strings = StringStore()
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self.create_empty_vectors()
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def __len__(self):
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def __len__(self):
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return self.get_size_entities()
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return self.get_size_entities()
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@ -21,8 +23,9 @@ cdef class KnowledgeBase:
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def add_entity(self, unicode entity_id, 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 = self.strings.add(entity_id)
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cdef hash_t id_hash = self.strings.add(entity_id)
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# TODO: more friendly check for non-unique name
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# Return if this entity was added before
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if id_hash in self._entry_index:
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if id_hash in self._entry_index:
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user_warning("Entity " + entity_id + " already exists in the KB")
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return
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return
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cdef int32_t dummy_value = 342
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cdef int32_t dummy_value = 342
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@ -33,6 +36,12 @@ cdef class KnowledgeBase:
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def add_alias(self, unicode 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 = self.strings.add(alias)
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cdef hash_t alias_hash = self.strings.add(alias)
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# Return if this alias was added before
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if alias_hash in self._alias_index:
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user_warning("Alias " + alias + " already exists in the KB")
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return
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cdef hash_t entity_hash
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cdef hash_t entity_hash
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cdef vector[int64_t] entry_indices
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cdef vector[int64_t] entry_indices
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@ -47,12 +56,12 @@ cdef class KnowledgeBase:
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entry_indices.push_back(int(entry_index))
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entry_indices.push_back(int(entry_index))
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probs.push_back(float(prob))
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probs.push_back(float(prob))
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# TODO: check that alias hadn't been defined before
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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, entry_indices=entry_indices, probs=probs)
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self.c_add_aliases(alias_key=alias_hash, entry_indices=entry_indices, probs=probs)
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def get_candidates(self, unicode alias):
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def get_candidates(self, unicode alias):
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cdef hash_t alias_hash = self.strings.add(alias)
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cdef hash_t alias_hash = self.strings.add(alias)
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alias_index = <int64_t>self._alias_index.get(alias_hash)
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alias_index = <int64_t>self._alias_index.get(alias_hash)
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@ -1,23 +1,28 @@
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# coding: utf-8
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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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from spacy.kb import KnowledgeBase
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def create_kb():
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def create_kb():
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mykb = KnowledgeBase()
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mykb = KnowledgeBase()
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print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases())
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print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases())
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# adding entities
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# adding entities
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entity_0 = "Q0" # douglas adams
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entity_0 = "Q0" # douglas adams
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mykb.add_entity(entity_id=entity_0, prob=0.5)
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print(" adding entity", entity_0)
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print(" adding entity", entity_0)
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mykb.add_entity(entity_id=entity_0, prob=0.5)
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entity_42 = "Q42" # douglas adams
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entity_42 = "Q42" # douglas adams
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mykb.add_entity(entity_id=entity_42, prob=0.5)
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print(" adding entity", entity_42)
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print(" adding entity", entity_42)
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mykb.add_entity(entity_id=entity_42, prob=0.5)
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entity_5301561 = "Q5301561"
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entity_5301561 = "Q5301561"
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mykb.add_entity(entity_id=entity_5301561, prob=0.5)
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print(" adding entity", entity_5301561)
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print(" adding entity", entity_5301561)
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mykb.add_entity(entity_id=entity_5301561, prob=0.5)
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print(" adding entity", entity_5301561)
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mykb.add_entity(entity_id=entity_5301561, prob=0.5)
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print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases())
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print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases())
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@ -32,6 +37,15 @@ def create_kb():
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candidates = mykb.get_candidates(alias)
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candidates = mykb.get_candidates(alias)
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print(" ", candidates)
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print(" ", candidates)
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print(" adding alias", alias)
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mykb.add_alias(alias=alias, entities=["Q42"], probabilities=[0.9])
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print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases())
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print("candidates for", alias)
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candidates = mykb.get_candidates(alias)
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print(" ", candidates)
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def add_el():
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def add_el():
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nlp = spacy.load('en_core_web_sm')
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nlp = spacy.load('en_core_web_sm')
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