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create candidate object from entry pointer (not fully functional yet)
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spacy/kb.pxd
20
spacy/kb.pxd
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@ -13,11 +13,14 @@ from .typedefs cimport hash_t
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# of bits we need to keep track of the answers.
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# of bits we need to keep track of the answers.
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cdef struct _EntryC:
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cdef struct _EntryC:
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# The hash of this entry's unique ID
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hash_t entity_key
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# Allows retrieval of one or more vectors.
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# Allows retrieval of one or more vectors.
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# Each element of vector_rows should be an index into a vectors table.
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# Each element of vector_rows should be an index into a vectors table.
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# Every entry should have the same number of vectors, so we can avoid storing
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# Every entry should have the same number of vectors, so we can avoid storing
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# the number of vectors in each knowledge-base struct
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# the number of vectors in each knowledge-base struct
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const int32_t* vector_rows
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int32_t* vector_rows
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# Allows retrieval of a struct of non-vector features. We could make this a
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# Allows retrieval of a struct of non-vector features. We could make this a
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# pointer, but we have 32 bits left over in the struct after prob, so we'd
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# pointer, but we have 32 bits left over in the struct after prob, so we'd
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@ -40,6 +43,17 @@ cdef struct _AliasC:
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vector[float] probs
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vector[float] probs
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# TODO: document
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cdef class Candidate:
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cdef _EntryC* entity
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cdef hash_t alias_hash
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cdef float prior_prob
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@staticmethod
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cdef Candidate from_entry(_EntryC* entity, hash_t alias_hash, float prior_prob)
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cdef class KnowledgeBase:
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cdef class KnowledgeBase:
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cdef Pool mem
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cdef Pool mem
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cpdef readonly StringStore strings
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cpdef readonly StringStore strings
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@ -85,7 +99,7 @@ cdef class KnowledgeBase:
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cdef object _features_table
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cdef object _features_table
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cdef inline int64_t c_add_entity(self, hash_t entity_key, float prob, const int32_t* vector_rows,
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cdef inline int64_t c_add_entity(self, hash_t entity_key, float prob, int32_t* vector_rows,
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int feats_row):
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int feats_row):
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"""Add an entry to the knowledge base."""
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"""Add an entry to the knowledge base."""
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# This is what we'll map the hash key to. It's where the entry will sit
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# This is what we'll map the hash key to. It's where the entry will sit
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@ -93,6 +107,7 @@ cdef class KnowledgeBase:
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cdef int64_t entity_index = self._entries.size()
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cdef int64_t entity_index = self._entries.size()
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self._entries.push_back(
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self._entries.push_back(
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_EntryC(
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_EntryC(
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entity_key=entity_key,
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vector_rows=vector_rows,
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vector_rows=vector_rows,
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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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@ -121,6 +136,7 @@ cdef class KnowledgeBase:
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cdef int32_t dummy_value = 0
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cdef int32_t dummy_value = 0
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self._entries.push_back(
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self._entries.push_back(
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_EntryC(
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_EntryC(
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entity_key=self.strings.add(""),
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vector_rows=&dummy_value,
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vector_rows=&dummy_value,
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feats_row=dummy_value,
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feats_row=dummy_value,
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prob=dummy_value
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prob=dummy_value
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45
spacy/kb.pyx
45
spacy/kb.pyx
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@ -2,6 +2,35 @@
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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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from spacy.errors import user_warning
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cdef class Candidate:
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# def inline __cinit__(self, _EntryC entity, hash_t alias_hash, float prior_prob):
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# self.alias_hash = alias_hash
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# self.entity = entity
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# self.prior_prob = prior_prob
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@staticmethod
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cdef Candidate from_entry(_EntryC* entity, hash_t alias_hash, float prior_prob):
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"""Factory function to create Candidate objects from entity entries."""
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# Call to __new__ bypasses __init__ constructor
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cdef Candidate candidate = Candidate.__new__(Candidate)
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candidate.entity = entity
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candidate.alias_hash = alias_hash
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candidate.prior_prob = prior_prob
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return candidate
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def __str__(self):
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return "alias=" + self.strings[self.alias_hash] + \
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" prior_prob=" + str(self.prior_prob)
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#" entry=" + self.strings[self.entity_hash] + \
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def __repr__(self):
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return self.__str__()
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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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def __init__(self):
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@ -74,7 +103,19 @@ cdef class KnowledgeBase:
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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[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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return self._aliases_table[alias_index]
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alias_entry = self._aliases_table[alias_index]
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for (entry_index, prob) in zip(alias_entry.entry_indices, alias_entry.probs):
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entity = <_EntryC>self._entries[entry_index]
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# candidate = Candidate(entity=entity, alias_hash=alias_hash, prior_prob=prob)
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candidate = Candidate.from_entry(entity=&entity, alias_hash=alias_hash, prior_prob=prob)
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print(candidate)
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# return [Candidate(entity=<_EntryC>self._entries[<int64_t>self._entry_index[entry_index]],
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# alias_hash=alias_hash,
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# prior_prob=prob)
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# for (entry_index, prob) in zip(alias_entry.entry_indices, alias_entry.probs)]
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@ -25,16 +25,16 @@ def create_kb():
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# adding aliases
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# adding aliases
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alias1 = "douglassss"
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alias1 = "douglassss"
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print(" adding alias", alias1)
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print(" adding alias", alias1, "to Q42 and Q5301561")
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mykb.add_alias(alias=alias1, entities=["Q42", "Q5301561"], probabilities=[0.8, 0.2])
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mykb.add_alias(alias=alias1, entities=["Q42", "Q5301561"], probabilities=[0.8, 0.2])
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alias2 = "johny"
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alias2 = "johny"
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print(" adding alias", alias2)
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print(" adding alias", alias2, "to Q0, Q42 and Q5301561")
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mykb.add_alias(alias=alias2, entities=["Q0", "Q42", "Q5301561"], probabilities=[0.3, 0.1, 0.4])
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mykb.add_alias(alias=alias2, entities=["Q0", "Q42", "Q5301561"], probabilities=[0.3, 0.1, 0.4])
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alias3 = "adam"
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alias3 = "adam"
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print(" adding alias", alias3)
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print(" adding alias", alias3, "to Q42")
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mykb.add_alias(alias=alias3, entities=["Q42"], probabilities=[1.0])
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mykb.add_alias(alias=alias3, 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("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases())
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