From 173d45ec5ffecc3242b8a7ff2e1fbf9dd46fb9e6 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Wed, 6 Mar 2019 19:34:18 +0100 Subject: [PATCH 01/77] adding kb_id as field to token, el as nlp pipeline component --- sandbox_test_sofie/__init__.py | 0 sandbox_test_sofie/testing_el.py | 21 ++++++ spacy/language.py | 3 +- spacy/morphology.pxd | 2 + spacy/morphology.pyx | 3 + spacy/pipeline/__init__.py | 2 +- spacy/pipeline/pipes.pyx | 114 ++++++++++++++++++++++++++++++- spacy/structs.pxd | 2 + spacy/tokens/token.pyx | 8 +++ 9 files changed, 152 insertions(+), 3 deletions(-) create mode 100644 sandbox_test_sofie/__init__.py create mode 100644 sandbox_test_sofie/testing_el.py diff --git a/sandbox_test_sofie/__init__.py b/sandbox_test_sofie/__init__.py new file mode 100644 index 00000000000..e69de29bb2d diff --git a/sandbox_test_sofie/testing_el.py b/sandbox_test_sofie/testing_el.py new file mode 100644 index 00000000000..8d9b0c21d41 --- /dev/null +++ b/sandbox_test_sofie/testing_el.py @@ -0,0 +1,21 @@ +import spacy + + +def add_el(): + nlp = spacy.load('en_core_web_sm') + print("pipes", nlp.pipe_names) + + el_pipe = nlp.create_pipe(name='el') + nlp.add_pipe(el_pipe, last=True) + + print("pipes", nlp.pipe_names) + print() + + text = "Australian striker John hits century" + doc = nlp(text) + for token in doc: + print("token", token.text, token.tag_, token.pos_, token.kb_id) + + +if __name__ == "__main__": + add_el() diff --git a/spacy/language.py b/spacy/language.py index 0c0cf88542a..736899341d9 100644 --- a/spacy/language.py +++ b/spacy/language.py @@ -14,7 +14,7 @@ from .tokenizer import Tokenizer from .vocab import Vocab from .lemmatizer import Lemmatizer -from .pipeline import DependencyParser, Tensorizer, Tagger, EntityRecognizer +from .pipeline import DependencyParser, Tensorizer, Tagger, EntityRecognizer, EntityLinker from .pipeline import SimilarityHook, TextCategorizer, SentenceSegmenter from .pipeline import merge_noun_chunks, merge_entities, merge_subtokens from .pipeline import EntityRuler @@ -114,6 +114,7 @@ class Language(object): "tagger": lambda nlp, **cfg: Tagger(nlp.vocab, **cfg), "parser": lambda nlp, **cfg: DependencyParser(nlp.vocab, **cfg), "ner": lambda nlp, **cfg: EntityRecognizer(nlp.vocab, **cfg), + "el": lambda nlp, **cfg: EntityLinker(nlp.vocab, **cfg), "similarity": lambda nlp, **cfg: SimilarityHook(nlp.vocab, **cfg), "textcat": lambda nlp, **cfg: TextCategorizer(nlp.vocab, **cfg), "sentencizer": lambda nlp, **cfg: SentenceSegmenter(nlp.vocab, **cfg), diff --git a/spacy/morphology.pxd b/spacy/morphology.pxd index d0110b300fb..d674140b085 100644 --- a/spacy/morphology.pxd +++ b/spacy/morphology.pxd @@ -43,6 +43,8 @@ cdef class Morphology: cdef int assign_feature(self, uint64_t* morph, univ_morph_t feat_id, bint value) except -1 + cdef int assign_kb_id(self, TokenC* token, kb_id) except -1 + cdef enum univ_morph_t: NIL = 0 diff --git a/spacy/morphology.pyx b/spacy/morphology.pyx index bd821d76fc2..92ca67f18f3 100644 --- a/spacy/morphology.pyx +++ b/spacy/morphology.pyx @@ -122,6 +122,9 @@ cdef class Morphology: else: flags[0] &= ~(one << flag_id) + cdef int assign_kb_id(self, TokenC* token, kb_id) except -1: + token.kb_id = kb_id + def add_special_case(self, unicode tag_str, unicode orth_str, attrs, force=False): """Add a special-case rule to the morphological analyser. Tokens whose diff --git a/spacy/pipeline/__init__.py b/spacy/pipeline/__init__.py index d683cc98979..170cc5ba793 100644 --- a/spacy/pipeline/__init__.py +++ b/spacy/pipeline/__init__.py @@ -1,7 +1,7 @@ # coding: utf8 from __future__ import unicode_literals -from .pipes import Tagger, DependencyParser, EntityRecognizer # noqa +from .pipes import Tagger, DependencyParser, EntityRecognizer, EntityLinker # noqa from .pipes import TextCategorizer, Tensorizer, Pipe # noqa from .entityruler import EntityRuler # noqa from .hooks import SentenceSegmenter, SimilarityHook # noqa diff --git a/spacy/pipeline/pipes.pyx b/spacy/pipeline/pipes.pyx index bde794e75db..4eb3ecc80b9 100644 --- a/spacy/pipeline/pipes.pyx +++ b/spacy/pipeline/pipes.pyx @@ -1040,4 +1040,116 @@ cdef class EntityRecognizer(Parser): if move[0] in ("B", "I", "L", "U"))) -__all__ = ['Tagger', 'DependencyParser', 'EntityRecognizer', 'Tensorizer', 'TextCategorizer'] +class EntityLinker(Pipe): + name = 'el' + + @classmethod + def Model(cls, nr_class=1, **cfg): + embed_size = util.env_opt("embed_size", 2000) + if "token_vector_width" in cfg: + token_vector_width = cfg["token_vector_width"] + else: + token_vector_width = util.env_opt("token_vector_width", 96) + if cfg.get('architecture') == 'simple_cnn': + tok2vec = Tok2Vec(token_vector_width, embed_size, **cfg) + return None # build_simple_cnn_text_classifier(tok2vec, nr_class, **cfg) + else: + return None # build_text_classifier(nr_class, **cfg) + + + def __init__(self, vocab, model=True, **cfg): + self.vocab = vocab + self.model = model + self._rehearsal_model = None + self.cfg = dict(cfg) + + def __call__(self, doc): + # scores, tensors = self.predict([doc]) + scores, tensors = None, None + self.set_annotations([doc], scores, tensors=tensors) + return doc + + def pipe(self, stream, batch_size=128, n_threads=-1): + for docs in util.minibatch(stream, size=batch_size): + docs = list(docs) + scores, tensors = self.predict(docs) + self.set_annotations(docs, scores, tensors=tensors) + yield from docs + + def predict(self, docs): + # self.require_model() + scores = self.model(docs) + scores = self.model.ops.asarray(scores) + tensors = [doc.tensor for doc in docs] + return scores, tensors + + def set_annotations(self, docs, scores, tensors=None): + # TODO Sofie: actually implement this class instead of dummy implementation + for i, doc in enumerate(docs): + for token in doc: + token.kb_id = 342 + + def update(self, docs, golds, state=None, drop=0., sgd=None, losses=None): + scores, bp_scores = self.model.begin_update(docs, drop=drop) + loss, d_scores = self.get_loss(docs, golds, scores) + bp_scores(d_scores, sgd=sgd) + if losses is not None: + losses.setdefault(self.name, 0.0) + losses[self.name] += loss + + def rehearse(self, docs, drop=0., sgd=None, losses=None): + if self._rehearsal_model is None: + return + scores, bp_scores = self.model.begin_update(docs, drop=drop) + target = self._rehearsal_model(docs) + gradient = scores - target + bp_scores(gradient, sgd=sgd) + if losses is not None: + losses.setdefault(self.name, 0.0) + losses[self.name] += (gradient**2).sum() + + def get_loss(self, docs, golds, scores): + truths = numpy.zeros((len(golds), len(self.labels)), dtype='f') + not_missing = numpy.ones((len(golds), len(self.labels)), dtype='f') + for i, gold in enumerate(golds): + for j, label in enumerate(self.labels): + if label in gold.cats: + truths[i, j] = gold.cats[label] + else: + not_missing[i, j] = 0. + truths = self.model.ops.asarray(truths) + not_missing = self.model.ops.asarray(not_missing) + d_scores = (scores-truths) / scores.shape[0] + d_scores *= not_missing + mean_square_error = (d_scores**2).sum(axis=1).mean() + return float(mean_square_error), d_scores + + def add_label(self, label): + if label in self.labels: + return 0 + if self.model not in (None, True, False): + # This functionality was available previously, but was broken. + # The problem is that we resize the last layer, but the last layer + # is actually just an ensemble. We're not resizing the child layers + # -- a huge problem. + raise ValueError(Errors.E116) + #smaller = self.model._layers[-1] + #larger = Affine(len(self.labels)+1, smaller.nI) + #copy_array(larger.W[:smaller.nO], smaller.W) + #copy_array(larger.b[:smaller.nO], smaller.b) + #self.model._layers[-1] = larger + self.labels = tuple(list(self.labels) + [label]) + return 1 + + def begin_training(self, get_gold_tuples=lambda: [], pipeline=None, sgd=None, + **kwargs): + if self.model is True: + self.cfg['pretrained_vectors'] = kwargs.get('pretrained_vectors') + self.model = self.Model(len(self.labels), **self.cfg) + link_vectors_to_models(self.vocab) + if sgd is None: + sgd = self.create_optimizer() + return sgd + + +__all__ = ['Tagger', 'DependencyParser', 'EntityRecognizer', 'Tensorizer', 'TextCategorizer', 'EntityLinker'] diff --git a/spacy/structs.pxd b/spacy/structs.pxd index fa282cae786..86b738a5c81 100644 --- a/spacy/structs.pxd +++ b/spacy/structs.pxd @@ -71,3 +71,5 @@ cdef struct TokenC: int ent_iob attr_t ent_type # TODO: Is there a better way to do this? Multiple sources of truth.. hash_t ent_id + + hash_t kb_id diff --git a/spacy/tokens/token.pyx b/spacy/tokens/token.pyx index a69a0def814..39e408a89f0 100644 --- a/spacy/tokens/token.pyx +++ b/spacy/tokens/token.pyx @@ -307,6 +307,14 @@ cdef class Token: def __set__(self, attr_t tag): self.vocab.morphology.assign_tag(self.c, tag) + property kb_id: + """RETURNS (uint64): ID of entity (after Entity Linking).""" + def __get__(self): + return self.c.kb_id + + def __set__(self, attr_t kb_id): + self.vocab.morphology.assign_kb_id(self.c, kb_id) + property dep: """RETURNS (uint64): ID of syntactic dependency label.""" def __get__(self): From 5f002e9cede44a4ca8ef9ee9a74c6dea0e0455fb Mon Sep 17 00:00:00 2001 From: svlandeg Date: Thu, 14 Mar 2019 15:48:40 +0100 Subject: [PATCH 02/77] annotate kb_id through ents in doc --- sandbox_test_sofie/testing_el.py | 13 +++++++++---- spacy/morphology.pxd | 2 -- spacy/morphology.pyx | 3 --- spacy/pipeline/pipes.pyx | 6 ++++-- spacy/structs.pxd | 3 +-- spacy/tokens/doc.pyx | 16 +++++++++++----- spacy/tokens/span.pxd | 1 + spacy/tokens/span.pyx | 11 ++++++++++- spacy/tokens/token.pyx | 24 ++++++++++++++++-------- 9 files changed, 52 insertions(+), 27 deletions(-) diff --git a/sandbox_test_sofie/testing_el.py b/sandbox_test_sofie/testing_el.py index 8d9b0c21d41..7883e44d47f 100644 --- a/sandbox_test_sofie/testing_el.py +++ b/sandbox_test_sofie/testing_el.py @@ -3,18 +3,23 @@ def add_el(): nlp = spacy.load('en_core_web_sm') - print("pipes", nlp.pipe_names) + print("pipes before:", nlp.pipe_names) el_pipe = nlp.create_pipe(name='el') nlp.add_pipe(el_pipe, last=True) - print("pipes", nlp.pipe_names) + print("pipes after:", nlp.pipe_names) print() - text = "Australian striker John hits century" + text = "The Hitchhiker's Guide to the Galaxy, written by Douglas Adams, reminds us to always bring our towel." doc = nlp(text) + for token in doc: - print("token", token.text, token.tag_, token.pos_, token.kb_id) + print("token", token.text, token.ent_type_, token.ent_kb_id_) + + print() + for ent in doc.ents: + print("ent", ent.text, ent.label_, ent.kb_id_) if __name__ == "__main__": diff --git a/spacy/morphology.pxd b/spacy/morphology.pxd index d674140b085..d0110b300fb 100644 --- a/spacy/morphology.pxd +++ b/spacy/morphology.pxd @@ -43,8 +43,6 @@ cdef class Morphology: cdef int assign_feature(self, uint64_t* morph, univ_morph_t feat_id, bint value) except -1 - cdef int assign_kb_id(self, TokenC* token, kb_id) except -1 - cdef enum univ_morph_t: NIL = 0 diff --git a/spacy/morphology.pyx b/spacy/morphology.pyx index 92ca67f18f3..bd821d76fc2 100644 --- a/spacy/morphology.pyx +++ b/spacy/morphology.pyx @@ -122,9 +122,6 @@ cdef class Morphology: else: flags[0] &= ~(one << flag_id) - cdef int assign_kb_id(self, TokenC* token, kb_id) except -1: - token.kb_id = kb_id - def add_special_case(self, unicode tag_str, unicode orth_str, attrs, force=False): """Add a special-case rule to the morphological analyser. Tokens whose diff --git a/spacy/pipeline/pipes.pyx b/spacy/pipeline/pipes.pyx index 4eb3ecc80b9..e1e5471be1f 100644 --- a/spacy/pipeline/pipes.pyx +++ b/spacy/pipeline/pipes.pyx @@ -1086,8 +1086,10 @@ class EntityLinker(Pipe): def set_annotations(self, docs, scores, tensors=None): # TODO Sofie: actually implement this class instead of dummy implementation for i, doc in enumerate(docs): - for token in doc: - token.kb_id = 342 + for ent in doc.ents: + if ent.label_ in ["PERSON", "PER"]: + for token in ent: + token.ent_kb_id_ = "Q42" def update(self, docs, golds, state=None, drop=0., sgd=None, losses=None): scores, bp_scores = self.model.begin_update(docs, drop=drop) diff --git a/spacy/structs.pxd b/spacy/structs.pxd index 86b738a5c81..154202c0d49 100644 --- a/spacy/structs.pxd +++ b/spacy/structs.pxd @@ -70,6 +70,5 @@ cdef struct TokenC: int sent_start int ent_iob attr_t ent_type # TODO: Is there a better way to do this? Multiple sources of truth.. + attr_t ent_kb_id hash_t ent_id - - hash_t kb_id diff --git a/spacy/tokens/doc.pyx b/spacy/tokens/doc.pyx index 97ac10f764d..7640368ecb0 100644 --- a/spacy/tokens/doc.pyx +++ b/spacy/tokens/doc.pyx @@ -279,7 +279,7 @@ cdef class Doc: def doc(self): return self - def char_span(self, int start_idx, int end_idx, label=0, vector=None): + def char_span(self, int start_idx, int end_idx, label=0, kb_id=0, vector=None): """Create a `Span` object from the slice `doc.text[start : end]`. doc (Doc): The parent document. @@ -287,12 +287,15 @@ cdef class Doc: end (int): The index of the first character after the span. label (uint64 or string): A label to attach to the Span, e.g. for named entities. + kb_id (uint64 or string): An ID from a KB to capture the meaning of a named entity. vector (ndarray[ndim=1, dtype='float32']): A meaning representation of the span. RETURNS (Span): The newly constructed object. """ if not isinstance(label, int): label = self.vocab.strings.add(label) + if not isinstance(kb_id, int): + kb_id = self.vocab.strings.add(kb_id) cdef int start = token_by_start(self.c, self.length, start_idx) if start == -1: return None @@ -301,7 +304,7 @@ cdef class Doc: return None # Currently we have the token index, we want the range-end index end += 1 - cdef Span span = Span(self, start, end, label=label, vector=vector) + cdef Span span = Span(self, start, end, label=label, kb_id=kb_id, vector=vector) return span def similarity(self, other): @@ -438,6 +441,7 @@ cdef class Doc: cdef const TokenC* token cdef int start = -1 cdef attr_t label = 0 + cdef attr_t kb_id = 0 output = [] for i in range(self.length): token = &self.c[i] @@ -447,16 +451,18 @@ cdef class Doc: raise ValueError(Errors.E093.format(seq=' '.join(seq))) elif token.ent_iob == 2 or token.ent_iob == 0: if start != -1: - output.append(Span(self, start, i, label=label)) + output.append(Span(self, start, i, label=label, kb_id=kb_id)) start = -1 label = 0 + kb_id = 0 elif token.ent_iob == 3: if start != -1: - output.append(Span(self, start, i, label=label)) + output.append(Span(self, start, i, label=label, kb_id=kb_id)) start = i label = token.ent_type + kb_id = token.ent_kb_id if start != -1: - output.append(Span(self, start, self.length, label=label)) + output.append(Span(self, start, self.length, label=label, kb_id=kb_id)) return tuple(output) def __set__(self, ents): diff --git a/spacy/tokens/span.pxd b/spacy/tokens/span.pxd index 9645189a519..f6f88a23e6c 100644 --- a/spacy/tokens/span.pxd +++ b/spacy/tokens/span.pxd @@ -11,6 +11,7 @@ cdef class Span: cdef readonly int start_char cdef readonly int end_char cdef readonly attr_t label + cdef readonly attr_t kb_id cdef public _vector cdef public _vector_norm diff --git a/spacy/tokens/span.pyx b/spacy/tokens/span.pyx index a418fc13f2f..f65c84ffb52 100644 --- a/spacy/tokens/span.pyx +++ b/spacy/tokens/span.pyx @@ -45,13 +45,14 @@ cdef class Span: return Underscore.span_extensions.pop(name) def __cinit__(self, Doc doc, int start, int end, label=0, - vector=None, vector_norm=None): + vector=None, vector_norm=None, kb_id=0): """Create a `Span` object from the slice `doc[start : end]`. doc (Doc): The parent document. start (int): The index of the first token of the span. end (int): The index of the first token after the span. label (uint64): A label to attach to the Span, e.g. for named entities. + kb_id (uint64): An identifier from a Knowledge Base to capture the meaning of a named entity. vector (ndarray[ndim=1, dtype='float32']): A meaning representation of the span. RETURNS (Span): The newly constructed object. @@ -73,6 +74,7 @@ cdef class Span: self.label = label self._vector = vector self._vector_norm = vector_norm + self.kb_id = kb_id def __richcmp__(self, Span other, int op): if other is None: @@ -592,6 +594,13 @@ cdef class Span: def __set__(self, unicode label_): self.label = self.doc.vocab.strings.add(label_) + property kb_id_: + """RETURNS (unicode): The named entity's KB ID.""" + def __get__(self): + return self.doc.vocab.strings[self.kb_id] + def __set__(self, unicode kb_id_): + raise NotImplementedError(TempErrors.T007.format(attr='kb_id_')) + cdef int _count_words_to_root(const TokenC* token, int sent_length) except -1: # Don't allow spaces to be the root, if there are diff --git a/spacy/tokens/token.pyx b/spacy/tokens/token.pyx index 39e408a89f0..ccf2f8249ea 100644 --- a/spacy/tokens/token.pyx +++ b/spacy/tokens/token.pyx @@ -307,14 +307,6 @@ cdef class Token: def __set__(self, attr_t tag): self.vocab.morphology.assign_tag(self.c, tag) - property kb_id: - """RETURNS (uint64): ID of entity (after Entity Linking).""" - def __get__(self): - return self.c.kb_id - - def __set__(self, attr_t kb_id): - self.vocab.morphology.assign_kb_id(self.c, kb_id) - property dep: """RETURNS (uint64): ID of syntactic dependency label.""" def __get__(self): @@ -699,6 +691,22 @@ cdef class Token: def __set__(self, name): self.c.ent_id = self.vocab.strings.add(name) + property ent_kb_id: + """RETURNS (uint64): Named entity KB ID.""" + def __get__(self): + return self.c.ent_kb_id + + def __set__(self, attr_t ent_kb_id): + self.c.ent_kb_id = ent_kb_id + + property ent_kb_id_: + """RETURNS (unicode): Named entity KB ID.""" + def __get__(self): + return self.vocab.strings[self.c.ent_kb_id] + + def __set__(self, ent_kb_id): + self.c.ent_kb_id = self.vocab.strings.add(ent_kb_id) + property whitespace_: """RETURNS (unicode): The trailing whitespace character, if present. """ From 097e5f3da1abdeca99b5a15b89df2883276a4ec7 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Fri, 15 Mar 2019 11:17:35 +0100 Subject: [PATCH 03/77] kb snippet, draft by Matt (wip) --- spacy/kb.pxd | 93 ++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 93 insertions(+) create mode 100644 spacy/kb.pxd diff --git a/spacy/kb.pxd b/spacy/kb.pxd new file mode 100644 index 00000000000..939030098c1 --- /dev/null +++ b/spacy/kb.pxd @@ -0,0 +1,93 @@ +"""Knowledge-base for entity or concept linking.""" +from cymem.cymem cimport Pool +from preshed.maps cimport PreshMap +from libcpp.vector cimport vector +from libc.stdint cimport int32_t +from spacy.typedefs cimport attr_t + + +# Internal struct, for storage and disambiguation. This isn't what we return +# to the user as the answer to "here's your entity". It's the minimum number +# of bits we need to keep track of the answers. +cdef struct _EntryC: + + # Allows retrieval of one or more vectors. + # Each element of vector_rows should be an index into a vectors table. + # Every entry should have the same number of vectors, so we can avoid storing + # the number of vectors in each knowledge-base struct + const int32_t* vector_rows + + # Allows retrieval of a struct of non-vector features. We could make this a + # pointer, but we have 32 bits left over in the struct after prob, so we'd + # like this to only be 32 bits. We can also set this to -1, for the common + # case where there are no features. + int32_t feats_row + float prob # log probability of entity, based on corpus frequency + + +cdef class KnowledgeBase: + cdef Pool mem + + # This maps 64bit keys to 64bit values. Here the key would be a hash of + # a unique string name for the entity, and the value would be the position + # of the _EntryC struct in our vector. + # The PreshMap is pretty space efficient, as it uses open addressing. So + # the only overhead is the vacancy rate, which is approximately 30%. + cdef PreshMap _index + + # Each entry takes 128 bits, and again we'll have a 30% or so overhead for + # over allocation. + # In total we end up with (N*128*1.3)+(N*128*1.3) bits for N entries. + # Storing 1m entries would take 41.6mb under this scheme. + cdef vector[_EntryC] _entries + + # This is the part which might take more space: storing various + # categorical features for the entries, and storing vectors for disambiguation + # and possibly usage. + # If each entry gets a 300-dimensional vector, for 1m entries we would need + # 1.2gb. That gets expensive fast. What might be better is to avoid learning + # a unique vector for every entity. We could instead have a compositional + # model, that embeds different features of the entities into vectors. We'll + # still want some per-entity features, like the Wikipedia text or entity + # co-occurrence. Hopefully those vectors can be narrow, e.g. 64 dimensions. + cdef object _vectors_table + + # It's very useful to track categorical features, at least for output, even + # if they're not useful in the model itself. For instance, we should be + # able to track stuff like a person's date of birth or whatever. This can + # easily make the KB bigger, but if this isn't needed by the model, and it's + # optional data, we can let users configure a DB as the backend for this. + cdef object _features_table + + # This should map mention hashes to (entry_id, prob) tuples. The probability + # should be P(entity | mention), which is pretty important to know. + # We can pack both pieces of information into a 64-bit vale, to keep things + # efficient. + cdef object _aliases_table + + def __len__(self): + return self._entries.size() + + def add(self, name, float prob, vectors=None, features=None, aliases=None): + if name in self: + return + cdef attr_t orth = get_string_name(name) + self.c_add(orth, prob, self._vectors_table.get_pointer(vectors), + self._features_table.get(features)) + for alias in aliases: + self._aliases_table.add(alias, orth) + + cdef void c_add(self, attr_t orth, float prob, const int32_t* vector_rows, + int feats_row) nogil: + """Add an entry to the knowledge base.""" + # This is what we'll map the orth to. It's where the entry will sit + # in the vector of entries, so we can get it later. + cdef int64_t index = self.c.size() + self._entries.push_back( + _EntryC( + vector_rows=vector_rows, + feats_row=feats_row, + prob=prob + )) + self._index[orth] = index + return index \ No newline at end of file From b6bac4944495eddfc324d8da43569095fad20510 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Fri, 15 Mar 2019 11:37:24 +0100 Subject: [PATCH 04/77] documented some comments and todos --- spacy/kb.pxd | 17 ++++++++++++----- 1 file changed, 12 insertions(+), 5 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index 939030098c1..1162c078f40 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -22,7 +22,9 @@ cdef struct _EntryC: # like this to only be 32 bits. We can also set this to -1, for the common # case where there are no features. int32_t feats_row - float prob # log probability of entity, based on corpus frequency + + # log probability of entity, based on corpus frequency + float prob cdef class KnowledgeBase: @@ -61,7 +63,7 @@ cdef class KnowledgeBase: # This should map mention hashes to (entry_id, prob) tuples. The probability # should be P(entity | mention), which is pretty important to know. - # We can pack both pieces of information into a 64-bit vale, to keep things + # We can pack both pieces of information into a 64-bit value, to keep things # efficient. cdef object _aliases_table @@ -69,20 +71,25 @@ cdef class KnowledgeBase: return self._entries.size() def add(self, name, float prob, vectors=None, features=None, aliases=None): + # TODO: more friendly check for non-unique name if name in self: return + + # TODO: convert name to hash cdef attr_t orth = get_string_name(name) self.c_add(orth, prob, self._vectors_table.get_pointer(vectors), self._features_table.get(features)) - for alias in aliases: - self._aliases_table.add(alias, orth) + + # TODO: hash the aliases? + for alias, prob_alias in aliases: + self._aliases_table.add(alias, orth, prob_alias) cdef void c_add(self, attr_t orth, float prob, const int32_t* vector_rows, int feats_row) nogil: """Add an entry to the knowledge base.""" # This is what we'll map the orth to. It's where the entry will sit # in the vector of entries, so we can get it later. - cdef int64_t index = self.c.size() + cdef int64_t index = self._entries.size() self._entries.push_back( _EntryC( vector_rows=vector_rows, From dc603fb85e86eed939b322eacb6c9faf01437d3f Mon Sep 17 00:00:00 2001 From: svlandeg Date: Fri, 15 Mar 2019 15:00:53 +0100 Subject: [PATCH 05/77] hash the entity name --- spacy/kb.pxd | 18 +++++++++--------- spacy/tokens/span.pyx | 2 ++ 2 files changed, 11 insertions(+), 9 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index 1162c078f40..e715cad887a 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -2,8 +2,9 @@ from cymem.cymem cimport Pool from preshed.maps cimport PreshMap from libcpp.vector cimport vector -from libc.stdint cimport int32_t -from spacy.typedefs cimport attr_t +from libc.stdint cimport int32_t, int64_t +from .typedefs cimport attr_t, hash_t +from .strings cimport hash_string # Internal struct, for storage and disambiguation. This isn't what we return @@ -70,21 +71,20 @@ cdef class KnowledgeBase: def __len__(self): return self._entries.size() - def add(self, name, float prob, vectors=None, features=None, aliases=None): + def add_entity(self, name, float prob, vectors=None, features=None, aliases=None): # TODO: more friendly check for non-unique name if name in self: return - # TODO: convert name to hash - cdef attr_t orth = get_string_name(name) - self.c_add(orth, prob, self._vectors_table.get_pointer(vectors), + cdef hash_t key = hash_string(name) + self.c_add_entity(key, prob, self._vectors_table.get_pointer(vectors), self._features_table.get(features)) # TODO: hash the aliases? for alias, prob_alias in aliases: - self._aliases_table.add(alias, orth, prob_alias) + self._aliases_table.add(alias, key, prob_alias) - cdef void c_add(self, attr_t orth, float prob, const int32_t* vector_rows, + cdef void c_add_entity(self, hash_t key, float prob, const int32_t* vector_rows, int feats_row) nogil: """Add an entry to the knowledge base.""" # This is what we'll map the orth to. It's where the entry will sit @@ -96,5 +96,5 @@ cdef class KnowledgeBase: feats_row=feats_row, prob=prob )) - self._index[orth] = index + self._index[key] = index return index \ No newline at end of file diff --git a/spacy/tokens/span.pyx b/spacy/tokens/span.pyx index f65c84ffb52..44ca74e9a2b 100644 --- a/spacy/tokens/span.pyx +++ b/spacy/tokens/span.pyx @@ -598,6 +598,8 @@ cdef class Span: """RETURNS (unicode): The named entity's KB ID.""" def __get__(self): return self.doc.vocab.strings[self.kb_id] + + # TODO: custom error msg like for label_ def __set__(self, unicode kb_id_): raise NotImplementedError(TempErrors.T007.format(attr='kb_id_')) From 56b55e3bcdedd0c39a1350a0d0fd1ea500385808 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Fri, 15 Mar 2019 16:05:23 +0100 Subject: [PATCH 06/77] add pyx and separate method to add aliases --- spacy/kb.pxd | 21 ++------------------- spacy/kb.pyx | 27 +++++++++++++++++++++++++++ 2 files changed, 29 insertions(+), 19 deletions(-) create mode 100644 spacy/kb.pyx diff --git a/spacy/kb.pxd b/spacy/kb.pxd index e715cad887a..9d9a21a8c45 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -3,8 +3,7 @@ from cymem.cymem cimport Pool from preshed.maps cimport PreshMap from libcpp.vector cimport vector from libc.stdint cimport int32_t, int64_t -from .typedefs cimport attr_t, hash_t -from .strings cimport hash_string +from .typedefs cimport hash_t # Internal struct, for storage and disambiguation. This isn't what we return @@ -68,26 +67,10 @@ cdef class KnowledgeBase: # efficient. cdef object _aliases_table - def __len__(self): - return self._entries.size() - - def add_entity(self, name, float prob, vectors=None, features=None, aliases=None): - # TODO: more friendly check for non-unique name - if name in self: - return - - cdef hash_t key = hash_string(name) - self.c_add_entity(key, prob, self._vectors_table.get_pointer(vectors), - self._features_table.get(features)) - - # TODO: hash the aliases? - for alias, prob_alias in aliases: - self._aliases_table.add(alias, key, prob_alias) - cdef void c_add_entity(self, hash_t key, float prob, const int32_t* vector_rows, int feats_row) nogil: """Add an entry to the knowledge base.""" - # This is what we'll map the orth to. It's where the entry will sit + # This is what we'll map the hash key to. It's where the entry will sit # in the vector of entries, so we can get it later. cdef int64_t index = self._entries.size() self._entries.push_back( diff --git a/spacy/kb.pyx b/spacy/kb.pyx new file mode 100644 index 00000000000..ce76f2fc470 --- /dev/null +++ b/spacy/kb.pyx @@ -0,0 +1,27 @@ +from .strings cimport hash_string + + +cdef class KnowledgeBase: + def __len__(self): + return self._entries.size() + + def add_entity(self, name, float prob, vectors=None, features=None, aliases=None): + # TODO: more friendly check for non-unique name + if name in self: + return + + cdef hash_t name_hash = hash_string(name) + self.c_add_entity(name_hash, prob, self._vectors_table.get_pointer(vectors), + self._features_table.get(features)) + + def add_alias(self, 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) + + # TODO: check len(entities) == len(probabilities) + for entity, prob in zip(entities, probabilities): + cdef hash_t entity_hash = hash_string(entity) + cdef int64_t entity_index = self._index[entity_hash] + # TODO: check that entity is already in this KB (entity_index is OK) + self._aliases_table.add(alias_hash, entity_index, prob) + From 3945fd21b0f15fb8fada0a5e2119821f9e26fbd1 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Mon, 18 Mar 2019 10:31:01 +0100 Subject: [PATCH 07/77] fix compile errors --- spacy/kb.pxd | 4 ++-- spacy/kb.pyx | 12 ++++++++---- 2 files changed, 10 insertions(+), 6 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index 9d9a21a8c45..3ba9c8bba4e 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -67,8 +67,8 @@ cdef class KnowledgeBase: # efficient. cdef object _aliases_table - cdef void c_add_entity(self, hash_t key, float prob, const int32_t* vector_rows, - int feats_row) nogil: + cdef inline int64_t c_add_entity(self, hash_t key, float prob, const int32_t* vector_rows, + int feats_row): """Add an entry to the knowledge base.""" # This is what we'll map the hash key to. It's where the entry will sit # in the vector of entries, so we can get it later. diff --git a/spacy/kb.pyx b/spacy/kb.pyx index ce76f2fc470..46acc296780 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -11,17 +11,21 @@ cdef class KnowledgeBase: return cdef hash_t name_hash = hash_string(name) - self.c_add_entity(name_hash, prob, self._vectors_table.get_pointer(vectors), - self._features_table.get(features)) + cdef int32_t dummy_value = 342 + self.c_add_entity(name_hash, prob, &dummy_value, dummy_value) + # TODO self._vectors_table.get_pointer(vectors), + # self._features_table.get(features)) def add_alias(self, 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 # TODO: check len(entities) == len(probabilities) for entity, prob in zip(entities, probabilities): - cdef hash_t entity_hash = hash_string(entity) - cdef int64_t entity_index = self._index[entity_hash] + entity_hash = hash_string(entity) + entity_index = self._index[entity_hash] # TODO: check that entity is already in this KB (entity_index is OK) self._aliases_table.add(alias_hash, entity_index, prob) From 5ac7edf53c328c90ac4701ef687b0964ea4b756c Mon Sep 17 00:00:00 2001 From: svlandeg Date: Mon, 18 Mar 2019 12:38:40 +0100 Subject: [PATCH 08/77] adding aliases per entity in the KB --- spacy/kb.pxd | 53 +++++++++++++++++++++++++++++++++++++++------------- spacy/kb.pyx | 23 +++++++++++++---------- 2 files changed, 53 insertions(+), 23 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index 3ba9c8bba4e..92a0c8b9592 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -27,15 +27,25 @@ cdef struct _EntryC: float prob +# Each alias struct stores a list of Entry pointers with their prior probabilities +# for this specific mention/alias. +cdef struct _AliasC: + + # All entry candidates for this alias + const vector[int64_t] entry_indices + + # Prior probability P(entity|alias) - should sum up to (at most) 1. + const vector[float] probs + + cdef class KnowledgeBase: cdef Pool mem - # This maps 64bit keys to 64bit values. Here the key would be a hash of - # a unique string name for the entity, and the value would be the position - # of the _EntryC struct in our vector. + # This maps 64bit keys (hash of unique entity string) + # to 64bit values (position of the _EntryC struct in the _entries vector). # The PreshMap is pretty space efficient, as it uses open addressing. So # the only overhead is the vacancy rate, which is approximately 30%. - cdef PreshMap _index + cdef PreshMap _entry_index # Each entry takes 128 bits, and again we'll have a 30% or so overhead for # over allocation. @@ -43,6 +53,16 @@ cdef class KnowledgeBase: # Storing 1m entries would take 41.6mb under this scheme. cdef vector[_EntryC] _entries + # This maps 64bit keys (hash of unique alias string) + # to 64bit values (position of the _AliasC struct in the _aliases_table vector). + cdef PreshMap _alias_index + + # This should map mention hashes to (entry_id, prob) tuples. The probability + # should be P(entity | mention), which is pretty important to know. + # We can pack both pieces of information into a 64-bit value, to keep things + # efficient. + cdef vector[_AliasC] _aliases_table + # This is the part which might take more space: storing various # categorical features for the entries, and storing vectors for disambiguation # and possibly usage. @@ -61,23 +81,30 @@ cdef class KnowledgeBase: # optional data, we can let users configure a DB as the backend for this. cdef object _features_table - # This should map mention hashes to (entry_id, prob) tuples. The probability - # should be P(entity | mention), which is pretty important to know. - # We can pack both pieces of information into a 64-bit value, to keep things - # efficient. - cdef object _aliases_table - cdef inline int64_t c_add_entity(self, hash_t key, float prob, const int32_t* vector_rows, + cdef inline int64_t c_add_entity(self, hash_t entity_key, float prob, const int32_t* vector_rows, int feats_row): """Add an entry to the knowledge base.""" # This is what we'll map the hash key to. It's where the entry will sit # in the vector of entries, so we can get it later. - cdef int64_t index = self._entries.size() + cdef int64_t entity_index = self._entries.size() self._entries.push_back( _EntryC( vector_rows=vector_rows, feats_row=feats_row, prob=prob )) - self._index[key] = index - return index \ No newline at end of file + self._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): + """Connect a mention to a list of potential entities with their prior probabilities .""" + cdef int64_t alias_index = self._aliases_table.size() + + self._aliases_table.push_back( + _AliasC( + entry_indices=entry_indices, + probs=probs + )) + self._alias_index[alias_key] = alias_index + return alias_index \ No newline at end of file diff --git a/spacy/kb.pyx b/spacy/kb.pyx index 46acc296780..0f6a7aecc1c 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -5,16 +5,16 @@ cdef class KnowledgeBase: def __len__(self): return self._entries.size() - def add_entity(self, name, float prob, vectors=None, features=None, aliases=None): + def add_entity(self, entity_id: str, float prob, vectors=None, features=None): # TODO: more friendly check for non-unique name - if name in self: + if entity_id in self: return - cdef hash_t name_hash = hash_string(name) + cdef hash_t id_hash = hash_string(entity_id) cdef int32_t dummy_value = 342 - self.c_add_entity(name_hash, prob, &dummy_value, dummy_value) + 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)) + # self._features_table.get(features)) def add_alias(self, alias, entities, probabilities): """For a given alias, add its potential entities and prior probabilies to the KB.""" @@ -22,10 +22,13 @@ cdef class KnowledgeBase: 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) - for entity, prob in zip(entities, probabilities): - entity_hash = hash_string(entity) - entity_index = self._index[entity_hash] - # TODO: check that entity is already in this KB (entity_index is OK) - self._aliases_table.add(alias_hash, entity_index, prob) + From a14fb54b172993f2a72d9b83d2d2b8d116c6a609 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Mon, 18 Mar 2019 17:27:51 +0100 Subject: [PATCH 09/77] very minimal KB functionality working --- setup.py | 1 + spacy/kb.pxd | 17 ++++++++--- spacy/kb.pyx | 30 ++++++++++++------- .../sandbox_test_sofie}/__init__.py | 0 .../sandbox_test_sofie}/testing_el.py | 15 +++++++++- 5 files changed, 47 insertions(+), 16 deletions(-) rename {sandbox_test_sofie => spacy/sandbox_test_sofie}/__init__.py (100%) rename {sandbox_test_sofie => spacy/sandbox_test_sofie}/testing_el.py (67%) diff --git a/setup.py b/setup.py index 34c92ad2b10..c27082c2519 100755 --- a/setup.py +++ b/setup.py @@ -40,6 +40,7 @@ def is_new_osx(): "spacy.lexeme", "spacy.vocab", "spacy.attrs", + "spacy.kb", "spacy.morphology", "spacy.pipeline.pipes", "spacy.syntax.stateclass", diff --git a/spacy/kb.pxd b/spacy/kb.pxd index 92a0c8b9592..43f3e83e855 100644 --- a/spacy/kb.pxd +++ b/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, diff --git a/spacy/kb.pyx b/spacy/kb.pyx index 0f6a7aecc1c..d2b8fffe104 100644 --- a/spacy/kb.pyx +++ b/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) + + diff --git a/sandbox_test_sofie/__init__.py b/spacy/sandbox_test_sofie/__init__.py similarity index 100% rename from sandbox_test_sofie/__init__.py rename to spacy/sandbox_test_sofie/__init__.py diff --git a/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py similarity index 67% rename from sandbox_test_sofie/testing_el.py rename to spacy/sandbox_test_sofie/testing_el.py index 7883e44d47f..840d890b58f 100644 --- a/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -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() From a4d876d47101523a4b4d7591dddfe2fd780b2601 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Mon, 18 Mar 2019 17:50:01 +0100 Subject: [PATCH 10/77] adding and retrieving aliases --- spacy/kb.pxd | 8 +++++++- spacy/kb.pyx | 5 ++++- spacy/sandbox_test_sofie/testing_el.py | 20 +++++++++++++++++--- 3 files changed, 28 insertions(+), 5 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index 43f3e83e855..7ee7f38be81 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -116,4 +116,10 @@ cdef class KnowledgeBase: probs=probs )) self._alias_index[alias_key] = alias_index - return alias_index \ No newline at end of file + return alias_index + + cdef inline c_get_candidates(self, hash_t alias_key): + cdef int64_t alias_index = self._alias_index[alias_key] + cdef _AliasC candidates = self._aliases_table[alias_index] + print("candidates", candidates) + diff --git a/spacy/kb.pyx b/spacy/kb.pyx index d2b8fffe104..f420e0b73e0 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -38,5 +38,8 @@ cdef class KnowledgeBase: self.c_add_aliases(alias_key=alias_hash, entities=entities, probabilities=probabilities) - + def get_candidates(self, unicode alias): + cdef hash_t alias_hash = hash_string(alias) + cdef _AliasC candidates = self.c_get_candidates(alias_key=alias_hash) + return candidates diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py index 840d890b58f..9a5ab638d3c 100644 --- a/spacy/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -6,12 +6,26 @@ 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) + # adding entities + entity_42 = "Q42" # douglas adams + mykb.add_entity(entity_id=entity_42, prob=0.5) + print("adding entity", entity_42) + entity_5301561 = "Q5301561" + mykb.add_entity(entity_id=entity_5301561, prob=0.5) + print("adding entity", entity_5301561) + + print("kb size", len(mykb)) + + # adding aliases + alias = "douglas" + print("adding alias", alias) + mykb.add_alias(alias=alias, entities=["Q42", "Q5301561"], probabilities=[0.8, 0.2]) print("kb size", len(mykb)) + print("aliases for", alias) + mykb.get_candidates(alias) + def add_el(): nlp = spacy.load('en_core_web_sm') From c62cca3368fb451a40ef0815107f630e65ca6b25 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Tue, 19 Mar 2019 15:51:56 +0100 Subject: [PATCH 11/77] get candidates by alias --- spacy/kb.pxd | 4 ---- spacy/kb.pyx | 11 ++++++++--- spacy/sandbox_test_sofie/testing_el.py | 18 ++++++++++-------- 3 files changed, 18 insertions(+), 15 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index 7ee7f38be81..d96502f4166 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -118,8 +118,4 @@ cdef class KnowledgeBase: self._alias_index[alias_key] = alias_index return alias_index - cdef inline c_get_candidates(self, hash_t alias_key): - cdef int64_t alias_index = self._alias_index[alias_key] - cdef _AliasC candidates = self._aliases_table[alias_index] - print("candidates", candidates) diff --git a/spacy/kb.pyx b/spacy/kb.pyx index f420e0b73e0..b4369d59bf4 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -10,10 +10,15 @@ cdef class KnowledgeBase: self._alias_index = PreshMap() self.mem = Pool() - 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 = hash_string(entity_id) @@ -40,6 +45,6 @@ cdef class KnowledgeBase: def get_candidates(self, unicode alias): cdef hash_t alias_hash = hash_string(alias) - cdef _AliasC candidates = self.c_get_candidates(alias_key=alias_hash) - return candidates + alias_index = self._alias_index.get(alias_hash) + return self._aliases_table[alias_index] diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py index 9a5ab638d3c..b6255f9f951 100644 --- a/spacy/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -4,27 +4,29 @@ def create_kb(): mykb = KnowledgeBase() - print("kb size", len(mykb)) + print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) # adding entities entity_42 = "Q42" # douglas adams mykb.add_entity(entity_id=entity_42, prob=0.5) - print("adding entity", entity_42) + print(" adding entity", entity_42) entity_5301561 = "Q5301561" mykb.add_entity(entity_id=entity_5301561, prob=0.5) - print("adding entity", entity_5301561) + print(" adding entity", entity_5301561) - print("kb size", len(mykb)) + print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) # adding aliases alias = "douglas" - print("adding alias", alias) + print(" adding alias", alias) mykb.add_alias(alias=alias, entities=["Q42", "Q5301561"], probabilities=[0.8, 0.2]) - print("kb size", len(mykb)) - print("aliases for", alias) - mykb.get_candidates(alias) + print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) + + print("candidates for", alias) + candidates = mykb.get_candidates(alias) + print(" ", candidates) def add_el(): From 1fba7219fb42a07c8ca8b6a3d9fe191c8ee364af Mon Sep 17 00:00:00 2001 From: svlandeg Date: Tue, 19 Mar 2019 16:15:38 +0100 Subject: [PATCH 12/77] bugfix adding aliases --- spacy/kb.pxd | 10 +--------- spacy/kb.pyx | 12 +++++++++++- 2 files changed, 12 insertions(+), 10 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index d96502f4166..9f0a5e68d60 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -98,18 +98,10 @@ cdef class KnowledgeBase: self._entry_index[entity_key] = entity_index return entity_index - cdef inline int64_t c_add_aliases(self, hash_t alias_key, entities, probabilities): + cdef inline int64_t c_add_aliases(self, hash_t alias_key, vector[int64_t] entry_indices, vector[float] probs): """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, diff --git a/spacy/kb.pyx b/spacy/kb.pyx index b4369d59bf4..854feb06987 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -35,13 +35,23 @@ cdef class KnowledgeBase: 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 + + cdef vector[int64_t] entry_indices + cdef vector[float] probs + + for entity, prob in zip(entities, probabilities): + entity_hash = hash_string(entity) + entry_index = self._entry_index.get(entity_hash) + entry_indices.push_back(int(entry_index)) + probs.push_back(float(prob)) # 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) + 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 = hash_string(alias) From 1d20f19208a33ce737ea467ab84131a005eb3550 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Tue, 19 Mar 2019 16:43:23 +0100 Subject: [PATCH 13/77] use StringStore --- spacy/kb.pxd | 4 +++- spacy/kb.pyx | 12 +++++------- 2 files changed, 8 insertions(+), 8 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index 9f0a5e68d60..f4f60d4789c 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -3,8 +3,9 @@ from cymem.cymem cimport Pool from preshed.maps cimport PreshMap from libcpp.vector cimport vector from libc.stdint cimport int32_t, int64_t + +from spacy.strings cimport StringStore from .typedefs cimport hash_t -from .strings cimport hash_string # Internal struct, for storage and disambiguation. This isn't what we return @@ -41,6 +42,7 @@ cdef struct _AliasC: cdef class KnowledgeBase: cdef Pool mem + cpdef readonly StringStore strings # This maps 64bit keys (hash of unique entity string) # to 64bit values (position of the _EntryC struct in the _entries vector). diff --git a/spacy/kb.pyx b/spacy/kb.pyx index 854feb06987..969b43f6d6c 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -1,7 +1,5 @@ # cython: profile=True # coding: utf8 -from preshed.maps import PreshMap - cdef class KnowledgeBase: @@ -9,6 +7,7 @@ cdef class KnowledgeBase: self._entry_index = PreshMap() self._alias_index = PreshMap() self.mem = Pool() + self.strings = StringStore() def __len__(self): return self.get_size_entities() @@ -20,13 +19,12 @@ cdef class KnowledgeBase: return self._aliases_table.size() def add_entity(self, unicode entity_id, float prob, vectors=None, features=None): - cdef hash_t id_hash = hash_string(entity_id) + cdef hash_t id_hash = self.strings.add(entity_id) # TODO: more friendly check for non-unique name if id_hash in self._entry_index: 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), @@ -34,14 +32,14 @@ cdef class KnowledgeBase: 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 alias_hash = self.strings.add(alias) cdef hash_t entity_hash cdef vector[int64_t] entry_indices cdef vector[float] probs for entity, prob in zip(entities, probabilities): - entity_hash = hash_string(entity) + entity_hash = self.strings.add(entity) entry_index = self._entry_index.get(entity_hash) entry_indices.push_back(int(entry_index)) probs.push_back(float(prob)) @@ -54,7 +52,7 @@ cdef class KnowledgeBase: 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 = hash_string(alias) + cdef hash_t alias_hash = self.strings.add(alias) alias_index = self._alias_index.get(alias_hash) return self._aliases_table[alias_index] From 19d3a2f9aa637bfd6f813e452df324352fc60621 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Tue, 19 Mar 2019 17:39:35 +0100 Subject: [PATCH 14/77] raising error when adding alias for unknown entity + unit test --- spacy/kb.pyx | 6 ++++-- spacy/sandbox_test_sofie/testing_el.py | 6 +++++- spacy/tests/pipeline/test_el.py | 29 ++++++++++++++++++++++++++ 3 files changed, 38 insertions(+), 3 deletions(-) create mode 100644 spacy/tests/pipeline/test_el.py diff --git a/spacy/kb.pyx b/spacy/kb.pyx index 969b43f6d6c..ea23e53736c 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -39,13 +39,15 @@ cdef class KnowledgeBase: cdef vector[float] probs for entity, prob in zip(entities, probabilities): - entity_hash = self.strings.add(entity) + 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 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) diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py index b6255f9f951..b5b529d4b64 100644 --- a/spacy/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -7,6 +7,10 @@ def create_kb(): print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) # adding entities + entity_0 = "Q0" # douglas adams + mykb.add_entity(entity_id=entity_0, prob=0.5) + print(" adding entity", entity_0) + entity_42 = "Q42" # douglas adams mykb.add_entity(entity_id=entity_42, prob=0.5) print(" adding entity", entity_42) @@ -18,7 +22,7 @@ def create_kb(): print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) # adding aliases - alias = "douglas" + alias = "douglassss" print(" adding alias", alias) mykb.add_alias(alias=alias, entities=["Q42", "Q5301561"], probabilities=[0.8, 0.2]) diff --git a/spacy/tests/pipeline/test_el.py b/spacy/tests/pipeline/test_el.py new file mode 100644 index 00000000000..ed88076ce2c --- /dev/null +++ b/spacy/tests/pipeline/test_el.py @@ -0,0 +1,29 @@ +import pytest + +from spacy.kb import KnowledgeBase + + +def test_kb_valid_entities(): + mykb = KnowledgeBase() + + # adding entities + mykb.add_entity(entity_id="Q1", prob=0.5) + mykb.add_entity(entity_id="Q2", prob=0.5) + mykb.add_entity(entity_id="Q3", prob=0.5) + + # adding aliases + mykb.add_alias(alias="douglassss", entities=["Q2", "Q3"], probabilities=[0.8, 0.2]) + + +def test_kb_invalid_entities(): + mykb = KnowledgeBase() + + # adding entities + mykb.add_entity(entity_id="Q1", prob=0.5) + mykb.add_entity(entity_id="Q2", prob=0.5) + mykb.add_entity(entity_id="Q3", prob=0.5) + + # adding aliases - should fail because one of the given IDs is not valid + with pytest.raises(ValueError): + mykb.add_alias(alias="douglassss", entities=["Q2", "Q342"], probabilities=[0.8, 0.2]) + From 2f2f8216486306e96d06c5e83f63131bcef92990 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Tue, 19 Mar 2019 21:35:24 +0100 Subject: [PATCH 15/77] avoid value 0 in preshmap and helpful user warnings --- spacy/kb.pxd | 19 +++++++++++++++++++ spacy/kb.pyx | 13 +++++++++++-- spacy/sandbox_test_sofie/testing_el.py | 18 ++++++++++++++++-- 3 files changed, 46 insertions(+), 4 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index f4f60d4789c..d0f31ebb402 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -112,4 +112,23 @@ cdef class KnowledgeBase: self._alias_index[alias_key] = alias_index return alias_index + cdef inline create_empty_vectors(self): + """ + Making sure the first element of each vector is a dummy, + because the PreshMap maps pointing to indices in these vectors can not contain 0 as value + cf. https://github.com/explosion/preshed/issues/17 + """ + cdef int32_t dummy_value = 0 + self._entries.push_back( + _EntryC( + vector_rows=&dummy_value, + feats_row=dummy_value, + prob=dummy_value + )) + self._aliases_table.push_back( + _AliasC( + entry_indices=[dummy_value], + probs=[dummy_value] + )) + diff --git a/spacy/kb.pyx b/spacy/kb.pyx index ea23e53736c..f67519260aa 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -1,5 +1,6 @@ # cython: profile=True # coding: utf8 +from spacy.errors import user_warning cdef class KnowledgeBase: @@ -8,6 +9,7 @@ cdef class KnowledgeBase: self._alias_index = PreshMap() self.mem = Pool() self.strings = StringStore() + self.create_empty_vectors() def __len__(self): return self.get_size_entities() @@ -21,8 +23,9 @@ cdef class KnowledgeBase: def add_entity(self, unicode entity_id, float prob, vectors=None, features=None): cdef hash_t id_hash = self.strings.add(entity_id) - # TODO: more friendly check for non-unique name + # 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 @@ -33,6 +36,12 @@ cdef class KnowledgeBase: 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 @@ -47,12 +56,12 @@ cdef class KnowledgeBase: entry_indices.push_back(int(entry_index)) probs.push_back(float(prob)) - # TODO: check that alias hadn't been defined before # 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) diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py index b5b529d4b64..734eddd8dee 100644 --- a/spacy/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -1,23 +1,28 @@ +# coding: utf-8 import spacy from spacy.kb import KnowledgeBase def create_kb(): mykb = KnowledgeBase() + print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) # adding entities entity_0 = "Q0" # douglas adams - mykb.add_entity(entity_id=entity_0, prob=0.5) print(" adding entity", entity_0) + mykb.add_entity(entity_id=entity_0, prob=0.5) entity_42 = "Q42" # douglas adams - mykb.add_entity(entity_id=entity_42, prob=0.5) print(" adding entity", entity_42) + mykb.add_entity(entity_id=entity_42, prob=0.5) entity_5301561 = "Q5301561" + print(" adding entity", entity_5301561) mykb.add_entity(entity_id=entity_5301561, prob=0.5) + print(" adding entity", entity_5301561) + mykb.add_entity(entity_id=entity_5301561, prob=0.5) print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) @@ -32,6 +37,15 @@ def create_kb(): candidates = mykb.get_candidates(alias) print(" ", candidates) + print(" adding alias", alias) + mykb.add_alias(alias=alias, entities=["Q42"], probabilities=[0.9]) + + print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) + + print("candidates for", alias) + candidates = mykb.get_candidates(alias) + print(" ", candidates) + def add_el(): nlp = spacy.load('en_core_web_sm') From f0decf98f19f13ceb87dfeb78955f6241fecb69e Mon Sep 17 00:00:00 2001 From: svlandeg Date: Tue, 19 Mar 2019 21:43:48 +0100 Subject: [PATCH 16/77] check and unit test in case prior probs exceed 1 --- spacy/kb.pyx | 7 +++++++ spacy/sandbox_test_sofie/testing_el.py | 6 ++++++ spacy/tests/pipeline/test_el.py | 25 +++++++++++++++++++++---- 3 files changed, 34 insertions(+), 4 deletions(-) diff --git a/spacy/kb.pyx b/spacy/kb.pyx index f67519260aa..2b38202f3ac 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -35,6 +35,13 @@ cdef class KnowledgeBase: def add_alias(self, unicode alias, entities, probabilities): """For a given alias, add its potential entities and prior probabilies to the KB.""" + + # Throw an error if the probabilities sum up to more than 1 + prob_sum = sum(probabilities) + if prob_sum > 1: + raise ValueError("The sum of prior probabilities for alias '" + alias + "' should not exceed 1, " + "but found " + str(prob_sum)) + cdef hash_t alias_hash = self.strings.add(alias) # Return if this alias was added before diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py index 734eddd8dee..71fecb7e679 100644 --- a/spacy/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -42,6 +42,12 @@ def create_kb(): print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) + alias2 = "johny" + print(" adding alias2", alias2) + mykb.add_alias(alias=alias2, entities=["Q0", "Q42"], probabilities=[0.3, 1.1]) + + print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) + print("candidates for", alias) candidates = mykb.get_candidates(alias) print(" ", candidates) diff --git a/spacy/tests/pipeline/test_el.py b/spacy/tests/pipeline/test_el.py index ed88076ce2c..f9533ef828a 100644 --- a/spacy/tests/pipeline/test_el.py +++ b/spacy/tests/pipeline/test_el.py @@ -1,14 +1,16 @@ +# coding: utf-8 import pytest from spacy.kb import KnowledgeBase def test_kb_valid_entities(): + """Test the valid construction of a KB with 3 entities and one alias""" mykb = KnowledgeBase() # adding entities - mykb.add_entity(entity_id="Q1", prob=0.5) - mykb.add_entity(entity_id="Q2", prob=0.5) + mykb.add_entity(entity_id="Q1", prob=0.9) + mykb.add_entity(entity_id="Q2", prob=0.2) mykb.add_entity(entity_id="Q3", prob=0.5) # adding aliases @@ -16,14 +18,29 @@ def test_kb_valid_entities(): def test_kb_invalid_entities(): + """Test the invalid construction of a KB with an alias linked to a non-existing entity""" mykb = KnowledgeBase() # adding entities - mykb.add_entity(entity_id="Q1", prob=0.5) - mykb.add_entity(entity_id="Q2", prob=0.5) + mykb.add_entity(entity_id="Q1", prob=0.9) + mykb.add_entity(entity_id="Q2", prob=0.2) mykb.add_entity(entity_id="Q3", prob=0.5) # adding aliases - should fail because one of the given IDs is not valid with pytest.raises(ValueError): mykb.add_alias(alias="douglassss", entities=["Q2", "Q342"], probabilities=[0.8, 0.2]) + +def test_kb_invalid_probabilities(): + """Test the invalid construction of a KB with wrong prior probabilities""" + mykb = KnowledgeBase() + + # adding entities + mykb.add_entity(entity_id="Q1", prob=0.9) + mykb.add_entity(entity_id="Q2", prob=0.2) + mykb.add_entity(entity_id="Q3", prob=0.5) + + # adding aliases - should fail because the sum of the probabilities exceeds 1 + with pytest.raises(ValueError): + mykb.add_alias(alias="douglassss", entities=["Q2", "Q3"], probabilities=[0.8, 0.4]) + From 7402bb4c06095b8a97ade868285cb4a6f999a622 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Tue, 19 Mar 2019 21:50:32 +0100 Subject: [PATCH 17/77] correct size, not counting dummy elements in the vector --- spacy/kb.pyx | 4 +-- spacy/sandbox_test_sofie/testing_el.py | 34 +++++++++++--------------- spacy/tests/pipeline/test_el.py | 9 +++++-- 3 files changed, 23 insertions(+), 24 deletions(-) diff --git a/spacy/kb.pyx b/spacy/kb.pyx index 2b38202f3ac..bc7cddf11e5 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -15,10 +15,10 @@ cdef class KnowledgeBase: return self.get_size_entities() def get_size_entities(self): - return self._entries.size() + return self._entries.size() - 1 # not counting dummy element on index 0 def get_size_aliases(self): - return self._aliases_table.size() + return self._aliases_table.size() - 1 # not counting dummy element on index 0 def add_entity(self, unicode entity_id, float prob, vectors=None, features=None): cdef hash_t id_hash = self.strings.add(entity_id) diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py index 71fecb7e679..76151f27eb7 100644 --- a/spacy/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -21,35 +21,29 @@ def create_kb(): print(" adding entity", entity_5301561) mykb.add_entity(entity_id=entity_5301561, prob=0.5) - print(" adding entity", entity_5301561) - mykb.add_entity(entity_id=entity_5301561, prob=0.5) - print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) # adding aliases - alias = "douglassss" - print(" adding alias", alias) - mykb.add_alias(alias=alias, entities=["Q42", "Q5301561"], probabilities=[0.8, 0.2]) + alias1 = "douglassss" + print(" adding alias", alias1) + mykb.add_alias(alias=alias1, entities=["Q42", "Q5301561"], probabilities=[0.8, 0.2]) - print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) - - print("candidates for", alias) - candidates = mykb.get_candidates(alias) - print(" ", candidates) + alias2 = "johny" + print(" adding alias", alias2) + mykb.add_alias(alias=alias2, entities=["Q0", "Q42", "Q5301561"], probabilities=[0.3, 0.1, 0.4]) - print(" adding alias", alias) - mykb.add_alias(alias=alias, entities=["Q42"], probabilities=[0.9]) + alias3 = "adam" + print(" adding alias", alias3) + mykb.add_alias(alias=alias3, entities=["Q42"], probabilities=[1.0]) print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) - alias2 = "johny" - print(" adding alias2", alias2) - mykb.add_alias(alias=alias2, entities=["Q0", "Q42"], probabilities=[0.3, 1.1]) - - print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) + print("candidates for", alias1) + candidates = mykb.get_candidates(alias1) + print(" ", candidates) - print("candidates for", alias) - candidates = mykb.get_candidates(alias) + print("candidates for", alias3) + candidates = mykb.get_candidates(alias3) print(" ", candidates) diff --git a/spacy/tests/pipeline/test_el.py b/spacy/tests/pipeline/test_el.py index f9533ef828a..cd71bcb4816 100644 --- a/spacy/tests/pipeline/test_el.py +++ b/spacy/tests/pipeline/test_el.py @@ -14,7 +14,12 @@ def test_kb_valid_entities(): mykb.add_entity(entity_id="Q3", prob=0.5) # adding aliases - mykb.add_alias(alias="douglassss", entities=["Q2", "Q3"], probabilities=[0.8, 0.2]) + mykb.add_alias(alias="douglas", entities=["Q2", "Q3"], probabilities=[0.8, 0.2]) + mykb.add_alias(alias="adam", entities=["Q2"], probabilities=[0.9]) + + # test the size of the corresponding KB + assert(mykb.get_size_entities() == 3) + assert(mykb.get_size_aliases() == 2) def test_kb_invalid_entities(): @@ -28,7 +33,7 @@ def test_kb_invalid_entities(): # adding aliases - should fail because one of the given IDs is not valid with pytest.raises(ValueError): - mykb.add_alias(alias="douglassss", entities=["Q2", "Q342"], probabilities=[0.8, 0.2]) + mykb.add_alias(alias="douglas", entities=["Q2", "Q342"], probabilities=[0.8, 0.2]) def test_kb_invalid_probabilities(): From b7ca3de358fd53f87872215987f0a68e90ee3fb9 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Tue, 19 Mar 2019 21:55:10 +0100 Subject: [PATCH 18/77] check the length of entities and probabilities vector + unit test --- spacy/kb.pyx | 12 ++++++++---- spacy/tests/pipeline/test_el.py | 14 ++++++++++++++ 2 files changed, 22 insertions(+), 4 deletions(-) diff --git a/spacy/kb.pyx b/spacy/kb.pyx index bc7cddf11e5..ba694ce6103 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -36,11 +36,18 @@ cdef class KnowledgeBase: def add_alias(self, unicode alias, entities, probabilities): """For a given alias, add its potential entities and prior probabilies to the KB.""" + # Throw an error if the length of entities and probabilities are not the same + if not len(entities) == len(probabilities): + raise ValueError("The vectors for entities and probabilities for alias '" + alias + + "' should have equal length, but found " + + str(len(entities)) + " and " + str(len(probabilities)) + "respectively.") + + # Throw an error if the probabilities sum up to more than 1 prob_sum = sum(probabilities) if prob_sum > 1: raise ValueError("The sum of prior probabilities for alias '" + alias + "' should not exceed 1, " - "but found " + str(prob_sum)) + + "but found " + str(prob_sum)) cdef hash_t alias_hash = self.strings.add(alias) @@ -63,9 +70,6 @@ cdef class KnowledgeBase: 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) diff --git a/spacy/tests/pipeline/test_el.py b/spacy/tests/pipeline/test_el.py index cd71bcb4816..068a228d87a 100644 --- a/spacy/tests/pipeline/test_el.py +++ b/spacy/tests/pipeline/test_el.py @@ -49,3 +49,17 @@ def test_kb_invalid_probabilities(): with pytest.raises(ValueError): mykb.add_alias(alias="douglassss", entities=["Q2", "Q3"], probabilities=[0.8, 0.4]) + +def test_kb_invalid_combination(): + """Test the invalid construction of a KB with non-matching entity and probability lists""" + mykb = KnowledgeBase() + + # adding entities + mykb.add_entity(entity_id="Q1", prob=0.9) + mykb.add_entity(entity_id="Q2", prob=0.2) + mykb.add_entity(entity_id="Q3", prob=0.5) + + # adding aliases - should fail because the entities and probabilities vectors are not of equal length + with pytest.raises(ValueError): + mykb.add_alias(alias="douglassss", entities=["Q2", "Q3"], probabilities=[0.3, 0.4, 0.1]) + From 81a9030ab7922beffcc307ccbf00bcf993353335 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Thu, 21 Mar 2019 00:04:06 +0100 Subject: [PATCH 19/77] create candidate object from entry pointer (not fully functional yet) --- spacy/kb.pxd | 20 ++++++++++-- spacy/kb.pyx | 45 ++++++++++++++++++++++++-- spacy/sandbox_test_sofie/testing_el.py | 8 ++--- 3 files changed, 65 insertions(+), 8 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index d0f31ebb402..c409cf1b41c 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -13,11 +13,14 @@ from .typedefs cimport hash_t # of bits we need to keep track of the answers. cdef struct _EntryC: + # The hash of this entry's unique ID + hash_t entity_key + # Allows retrieval of one or more vectors. # Each element of vector_rows should be an index into a vectors table. # Every entry should have the same number of vectors, so we can avoid storing # the number of vectors in each knowledge-base struct - const int32_t* vector_rows + int32_t* vector_rows # Allows retrieval of a struct of non-vector features. We could make this a # pointer, but we have 32 bits left over in the struct after prob, so we'd @@ -40,6 +43,17 @@ cdef struct _AliasC: vector[float] probs +# TODO: document +cdef class Candidate: + + cdef _EntryC* entity + cdef hash_t alias_hash + cdef float prior_prob + + @staticmethod + cdef Candidate from_entry(_EntryC* entity, hash_t alias_hash, float prior_prob) + + cdef class KnowledgeBase: cdef Pool mem cpdef readonly StringStore strings @@ -85,7 +99,7 @@ cdef class KnowledgeBase: cdef object _features_table - cdef inline int64_t c_add_entity(self, hash_t entity_key, float prob, const int32_t* vector_rows, + cdef inline int64_t c_add_entity(self, hash_t entity_key, float prob, int32_t* vector_rows, int feats_row): """Add an entry to the knowledge base.""" # This is what we'll map the hash key to. It's where the entry will sit @@ -93,6 +107,7 @@ cdef class KnowledgeBase: cdef int64_t entity_index = self._entries.size() self._entries.push_back( _EntryC( + entity_key=entity_key, vector_rows=vector_rows, feats_row=feats_row, prob=prob @@ -121,6 +136,7 @@ cdef class KnowledgeBase: cdef int32_t dummy_value = 0 self._entries.push_back( _EntryC( + entity_key=self.strings.add(""), vector_rows=&dummy_value, feats_row=dummy_value, prob=dummy_value diff --git a/spacy/kb.pyx b/spacy/kb.pyx index ba694ce6103..38bc48c7f34 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -2,6 +2,35 @@ # coding: utf8 from spacy.errors import user_warning + +cdef class Candidate: + + + # def inline __cinit__(self, _EntryC entity, hash_t alias_hash, float prior_prob): + # self.alias_hash = alias_hash + # self.entity = entity + # self.prior_prob = prior_prob + + @staticmethod + cdef Candidate from_entry(_EntryC* entity, hash_t alias_hash, float prior_prob): + """Factory function to create Candidate objects from entity entries.""" + # Call to __new__ bypasses __init__ constructor + cdef Candidate candidate = Candidate.__new__(Candidate) + candidate.entity = entity + candidate.alias_hash = alias_hash + candidate.prior_prob = prior_prob + return candidate + + def __str__(self): + return "alias=" + self.strings[self.alias_hash] + \ + " prior_prob=" + str(self.prior_prob) + + #" entry=" + self.strings[self.entity_hash] + \ + + def __repr__(self): + return self.__str__() + + cdef class KnowledgeBase: def __init__(self): @@ -74,7 +103,19 @@ cdef class KnowledgeBase: def get_candidates(self, unicode alias): - cdef hash_t alias_hash = self.strings.add(alias) + cdef hash_t alias_hash = self.strings[alias] alias_index = self._alias_index.get(alias_hash) - return self._aliases_table[alias_index] + alias_entry = self._aliases_table[alias_index] + + for (entry_index, prob) in zip(alias_entry.entry_indices, alias_entry.probs): + entity = <_EntryC>self._entries[entry_index] + # candidate = Candidate(entity=entity, alias_hash=alias_hash, prior_prob=prob) + candidate = Candidate.from_entry(entity=&entity, alias_hash=alias_hash, prior_prob=prob) + print(candidate) + + # return [Candidate(entity=<_EntryC>self._entries[self._entry_index[entry_index]], + # alias_hash=alias_hash, + # prior_prob=prob) + # for (entry_index, prob) in zip(alias_entry.entry_indices, alias_entry.probs)] + diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py index 76151f27eb7..c96c5552f5d 100644 --- a/spacy/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -25,16 +25,16 @@ def create_kb(): # adding aliases alias1 = "douglassss" - print(" adding alias", alias1) + print(" adding alias", alias1, "to Q42 and Q5301561") mykb.add_alias(alias=alias1, entities=["Q42", "Q5301561"], probabilities=[0.8, 0.2]) alias2 = "johny" - print(" adding alias", alias2) + print(" adding alias", alias2, "to Q0, Q42 and Q5301561") mykb.add_alias(alias=alias2, entities=["Q0", "Q42", "Q5301561"], probabilities=[0.3, 0.1, 0.4]) alias3 = "adam" - print(" adding alias", alias3) - mykb.add_alias(alias=alias3, entities=["Q42"], probabilities=[1.0]) + print(" adding alias", alias3, "to Q42") + mykb.add_alias(alias=alias3, entities=["Q42"], probabilities=[0.9]) print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) From 0ff4ce6c59234517b8f70b0d5b672d42ea8c607f Mon Sep 17 00:00:00 2001 From: svlandeg Date: Thu, 21 Mar 2019 12:31:02 +0100 Subject: [PATCH 20/77] store entity hash instead of pointer --- spacy/kb.pxd | 21 +++++------ spacy/kb.pyx | 51 +++++++++----------------- spacy/sandbox_test_sofie/testing_el.py | 24 ++++++++++-- 3 files changed, 46 insertions(+), 50 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index c409cf1b41c..c0998eadbe2 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -14,7 +14,7 @@ from .typedefs cimport hash_t cdef struct _EntryC: # The hash of this entry's unique ID - hash_t entity_key + hash_t entity_hash # Allows retrieval of one or more vectors. # Each element of vector_rows should be an index into a vectors table. @@ -46,13 +46,10 @@ cdef struct _AliasC: # TODO: document cdef class Candidate: - cdef _EntryC* entity + cdef hash_t entity_hash cdef hash_t alias_hash cdef float prior_prob - @staticmethod - cdef Candidate from_entry(_EntryC* entity, hash_t alias_hash, float prior_prob) - cdef class KnowledgeBase: cdef Pool mem @@ -98,8 +95,7 @@ cdef class KnowledgeBase: # optional data, we can let users configure a DB as the backend for this. cdef object _features_table - - cdef inline int64_t c_add_entity(self, hash_t entity_key, float prob, int32_t* vector_rows, + cdef inline int64_t c_add_entity(self, hash_t entity_hash, float prob, int32_t* vector_rows, int feats_row): """Add an entry to the knowledge base.""" # This is what we'll map the hash key to. It's where the entry will sit @@ -107,15 +103,15 @@ cdef class KnowledgeBase: cdef int64_t entity_index = self._entries.size() self._entries.push_back( _EntryC( - entity_key=entity_key, + entity_hash=entity_hash, vector_rows=vector_rows, feats_row=feats_row, prob=prob )) - self._entry_index[entity_key] = entity_index + self._entry_index[entity_hash] = 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_hash, vector[int64_t] entry_indices, vector[float] probs): """Connect a mention to a list of potential entities with their prior probabilities .""" cdef int64_t alias_index = self._aliases_table.size() @@ -124,7 +120,7 @@ cdef class KnowledgeBase: entry_indices=entry_indices, probs=probs )) - self._alias_index[alias_key] = alias_index + self._alias_index[alias_hash] = alias_index return alias_index cdef inline create_empty_vectors(self): @@ -134,9 +130,10 @@ cdef class KnowledgeBase: cf. https://github.com/explosion/preshed/issues/17 """ cdef int32_t dummy_value = 0 + self.strings.add("") self._entries.push_back( _EntryC( - entity_key=self.strings.add(""), + entity_hash=self.strings.add(""), vector_rows=&dummy_value, feats_row=dummy_value, prob=dummy_value diff --git a/spacy/kb.pyx b/spacy/kb.pyx index 38bc48c7f34..cca24d4f8b8 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -5,30 +5,20 @@ from spacy.errors import user_warning cdef class Candidate: + def __init__(self, entity_hash, alias_hash, prior_prob): + self.entity_hash = entity_hash + self.alias_hash = alias_hash + self.prior_prob = prior_prob - # def inline __cinit__(self, _EntryC entity, hash_t alias_hash, float prior_prob): - # self.alias_hash = alias_hash - # self.entity = entity - # self.prior_prob = prior_prob + def get_entity_name(self, KnowledgeBase kb): + return kb.strings[self.entity_hash] - @staticmethod - cdef Candidate from_entry(_EntryC* entity, hash_t alias_hash, float prior_prob): - """Factory function to create Candidate objects from entity entries.""" - # Call to __new__ bypasses __init__ constructor - cdef Candidate candidate = Candidate.__new__(Candidate) - candidate.entity = entity - candidate.alias_hash = alias_hash - candidate.prior_prob = prior_prob - return candidate + def get_alias_name(self, KnowledgeBase kb): + return kb.strings[self.alias_hash] - def __str__(self): - return "alias=" + self.strings[self.alias_hash] + \ - " prior_prob=" + str(self.prior_prob) - - #" entry=" + self.strings[self.entity_hash] + \ - - def __repr__(self): - return self.__str__() + property prior_prob: + def __get__(self): + return self.prior_prob cdef class KnowledgeBase: @@ -58,7 +48,7 @@ cdef class KnowledgeBase: 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) + self.c_add_entity(entity_hash=id_hash, prob=prob, vector_rows=&dummy_value, feats_row=dummy_value) # TODO self._vectors_table.get_pointer(vectors), # self._features_table.get(features)) @@ -99,7 +89,7 @@ cdef class KnowledgeBase: entry_indices.push_back(int(entry_index)) probs.push_back(float(prob)) - self.c_add_aliases(alias_key=alias_hash, entry_indices=entry_indices, probs=probs) + self.c_add_aliases(alias_hash=alias_hash, entry_indices=entry_indices, probs=probs) def get_candidates(self, unicode alias): @@ -107,15 +97,8 @@ cdef class KnowledgeBase: alias_index = self._alias_index.get(alias_hash) alias_entry = self._aliases_table[alias_index] - for (entry_index, prob) in zip(alias_entry.entry_indices, alias_entry.probs): - entity = <_EntryC>self._entries[entry_index] - # candidate = Candidate(entity=entity, alias_hash=alias_hash, prior_prob=prob) - candidate = Candidate.from_entry(entity=&entity, alias_hash=alias_hash, prior_prob=prob) - print(candidate) - - # return [Candidate(entity=<_EntryC>self._entries[self._entry_index[entry_index]], - # alias_hash=alias_hash, - # prior_prob=prob) - # for (entry_index, prob) in zip(alias_entry.entry_indices, alias_entry.probs)] - + return [Candidate(entity_hash=self._entries[entry_index].entity_hash, + alias_hash=alias_hash, + prior_prob=prob) + for (entry_index, prob) in zip(alias_entry.entry_indices, alias_entry.probs)] diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py index c96c5552f5d..5c0d6a0374a 100644 --- a/spacy/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -39,12 +39,28 @@ def create_kb(): print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) print("candidates for", alias1) - candidates = mykb.get_candidates(alias1) - print(" ", candidates) + candidates1 = mykb.get_candidates(alias1) + for candidate in candidates1: + print(" candidate") + print(" name", candidate.get_entity_name(mykb)) + print(" alias", candidate.get_alias_name(mykb)) + print(" prior_prob", candidate.prior_prob) + + print("candidates for", alias2) + candidates2 = mykb.get_candidates(alias2) + for candidate in candidates2: + print(" candidate") + print(" name", candidate.get_entity_name(mykb)) + print(" alias", candidate.get_alias_name(mykb)) + print(" prior_prob", candidate.prior_prob) print("candidates for", alias3) - candidates = mykb.get_candidates(alias3) - print(" ", candidates) + candidates3 = mykb.get_candidates(alias3) + for candidate in candidates3: + print(" candidate") + print(" name", candidate.get_entity_name(mykb)) + print(" alias", candidate.get_alias_name(mykb)) + print(" prior_prob", candidate.prior_prob) def add_el(): From 34969dddebb91d78e419bcaf221002ca1fdca354 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Thu, 21 Mar 2019 12:48:59 +0100 Subject: [PATCH 21/77] unit test on number of candidates generated --- spacy/tests/pipeline/test_el.py | 17 +++++++++++++++++ 1 file changed, 17 insertions(+) diff --git a/spacy/tests/pipeline/test_el.py b/spacy/tests/pipeline/test_el.py index 068a228d87a..78ee0f358c4 100644 --- a/spacy/tests/pipeline/test_el.py +++ b/spacy/tests/pipeline/test_el.py @@ -63,3 +63,20 @@ def test_kb_invalid_combination(): with pytest.raises(ValueError): mykb.add_alias(alias="douglassss", entities=["Q2", "Q3"], probabilities=[0.3, 0.4, 0.1]) + +def test_candidate_generation(): + """Test correct candidate generation""" + mykb = KnowledgeBase() + + # adding entities + mykb.add_entity(entity_id="Q1", prob=0.9) + mykb.add_entity(entity_id="Q2", prob=0.2) + mykb.add_entity(entity_id="Q3", prob=0.5) + + # adding aliases + mykb.add_alias(alias="douglas", entities=["Q2", "Q3"], probabilities=[0.8, 0.2]) + mykb.add_alias(alias="adam", entities=["Q2"], probabilities=[0.9]) + + # test the size of the relevant candidates + assert(len(mykb.get_candidates("douglas")) == 2) + assert(len(mykb.get_candidates("adam")) == 1) From 6ba4079f7c4489967044200a903c252975aebaca Mon Sep 17 00:00:00 2001 From: svlandeg Date: Thu, 21 Mar 2019 13:26:12 +0100 Subject: [PATCH 22/77] property getters and keep track of KB internally --- spacy/kb.pxd | 1 + spacy/kb.pyx | 41 +++++++++++++++++++++----- spacy/sandbox_test_sofie/testing_el.py | 34 +++++++-------------- 3 files changed, 46 insertions(+), 30 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index c0998eadbe2..54ee49a3fe0 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -46,6 +46,7 @@ cdef struct _AliasC: # TODO: document cdef class Candidate: + cdef readonly KnowledgeBase kb cdef hash_t entity_hash cdef hash_t alias_hash cdef float prior_prob diff --git a/spacy/kb.pyx b/spacy/kb.pyx index cca24d4f8b8..52c8ad8f0a2 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -5,16 +5,31 @@ from spacy.errors import user_warning cdef class Candidate: - def __init__(self, entity_hash, alias_hash, prior_prob): + def __init__(self, KnowledgeBase kb, entity_hash, alias_hash, prior_prob): + self.kb = kb self.entity_hash = entity_hash self.alias_hash = alias_hash self.prior_prob = prior_prob - def get_entity_name(self, KnowledgeBase kb): - return kb.strings[self.entity_hash] + property kb_id_: + """RETURNS (unicode): ID of this entity in the KB""" + def __get__(self): + return self.kb.strings[self.entity_hash] + + property kb_id: + """RETURNS (uint64): hash of the entity's KB ID""" + def __get__(self): + return self.entity_hash + + property alias_: + """RETURNS (unicode): ID of the original alias""" + def __get__(self): + return self.kb.strings[self.alias_hash] - def get_alias_name(self, KnowledgeBase kb): - return kb.strings[self.alias_hash] + property alias: + """RETURNS (uint64): hash of the alias""" + def __get__(self): + return self.alias_hash property prior_prob: def __get__(self): @@ -40,6 +55,10 @@ cdef class KnowledgeBase: return self._aliases_table.size() - 1 # not counting dummy element on index 0 def add_entity(self, unicode entity_id, float prob, vectors=None, features=None): + """ + Add an entity to the KB. + Return the hash of the entity ID at the end + """ cdef hash_t id_hash = self.strings.add(entity_id) # Return if this entity was added before @@ -52,8 +71,13 @@ cdef class KnowledgeBase: # TODO self._vectors_table.get_pointer(vectors), # self._features_table.get(features)) + return id_hash + def add_alias(self, unicode alias, entities, probabilities): - """For a given alias, add its potential entities and prior probabilies to the KB.""" + """ + For a given alias, add its potential entities and prior probabilies to the KB. + Return the alias_hash at the end + """ # Throw an error if the length of entities and probabilities are not the same if not len(entities) == len(probabilities): @@ -91,13 +115,16 @@ cdef class KnowledgeBase: self.c_add_aliases(alias_hash=alias_hash, entry_indices=entry_indices, probs=probs) + return alias_hash + def get_candidates(self, unicode alias): cdef hash_t alias_hash = self.strings[alias] alias_index = self._alias_index.get(alias_hash) alias_entry = self._aliases_table[alias_index] - return [Candidate(entity_hash=self._entries[entry_index].entity_hash, + return [Candidate(kb=self, + entity_hash=self._entries[entry_index].entity_hash, alias_hash=alias_hash, prior_prob=prob) for (entry_index, prob) in zip(alias_entry.entry_indices, alias_entry.probs)] diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py index 5c0d6a0374a..3a81effbca2 100644 --- a/spacy/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -38,29 +38,17 @@ def create_kb(): print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) - print("candidates for", alias1) - candidates1 = mykb.get_candidates(alias1) - for candidate in candidates1: - print(" candidate") - print(" name", candidate.get_entity_name(mykb)) - print(" alias", candidate.get_alias_name(mykb)) - print(" prior_prob", candidate.prior_prob) - - print("candidates for", alias2) - candidates2 = mykb.get_candidates(alias2) - for candidate in candidates2: - print(" candidate") - print(" name", candidate.get_entity_name(mykb)) - print(" alias", candidate.get_alias_name(mykb)) - print(" prior_prob", candidate.prior_prob) - - print("candidates for", alias3) - candidates3 = mykb.get_candidates(alias3) - for candidate in candidates3: - print(" candidate") - print(" name", candidate.get_entity_name(mykb)) - print(" alias", candidate.get_alias_name(mykb)) - print(" prior_prob", candidate.prior_prob) + for alias in [alias1, alias2, alias3]: + print() + print("candidates for", alias) + candidates = mykb.get_candidates(alias) + for candidate in candidates: + print(" candidate") + print(" kb_id", candidate.kb_id) + print(" kb_id_", candidate.kb_id_) + print(" alias", candidate.alias) + print(" alias_", candidate.alias_) + print(" prior_prob", candidate.prior_prob) def add_el(): From a5d5a0593066aa75877970a12951edb4b5b6a430 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Thu, 21 Mar 2019 13:32:21 +0100 Subject: [PATCH 23/77] Entity class --- spacy/kb.pxd | 8 ++++++++ spacy/kb.pyx | 22 ++++++++++++++++++++++ 2 files changed, 30 insertions(+) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index 54ee49a3fe0..4ae34bfa72a 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -43,6 +43,14 @@ cdef struct _AliasC: vector[float] probs +# TODO: document +cdef class Entity: + + cdef readonly KnowledgeBase kb + cdef hash_t entity_hash + cdef float confidence + + # TODO: document cdef class Candidate: diff --git a/spacy/kb.pyx b/spacy/kb.pyx index 52c8ad8f0a2..4776e9d349b 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -3,6 +3,28 @@ from spacy.errors import user_warning +cdef class Entity: + + def __init__(self, KnowledgeBase kb, entity_hash, confidence): + self.kb = kb + self.entity_hash = entity_hash + self.confidence = confidence + + property kb_id_: + """RETURNS (unicode): ID of this entity in the KB""" + def __get__(self): + return self.kb.strings[self.entity_hash] + + property kb_id: + """RETURNS (uint64): hash of the entity's KB ID""" + def __get__(self): + return self.entity_hash + + property confidence: + def __get__(self): + return self.confidence + + cdef class Candidate: def __init__(self, KnowledgeBase kb, entity_hash, alias_hash, prior_prob): From 26afa4800f16901a4bda3be8d0b84e64905202b8 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Thu, 21 Mar 2019 15:24:40 +0100 Subject: [PATCH 24/77] ensure no candidates are returned for unknown aliases --- spacy/kb.pyx | 3 ++- spacy/sandbox_test_sofie/testing_el.py | 19 +++++-------------- spacy/tests/pipeline/test_el.py | 1 + 3 files changed, 8 insertions(+), 15 deletions(-) diff --git a/spacy/kb.pyx b/spacy/kb.pyx index 4776e9d349b..62080e1be47 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -149,5 +149,6 @@ cdef class KnowledgeBase: entity_hash=self._entries[entry_index].entity_hash, alias_hash=alias_hash, prior_prob=prob) - for (entry_index, prob) in zip(alias_entry.entry_indices, alias_entry.probs)] + for (entry_index, prob) in zip(alias_entry.entry_indices, alias_entry.probs) + if entry_index != 0] diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py index 3a81effbca2..03261806b38 100644 --- a/spacy/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -7,6 +7,7 @@ def create_kb(): mykb = KnowledgeBase() print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) + print() # adding entities entity_0 = "Q0" # douglas adams @@ -22,33 +23,23 @@ def create_kb(): mykb.add_entity(entity_id=entity_5301561, prob=0.5) print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) + print() # adding aliases alias1 = "douglassss" print(" adding alias", alias1, "to Q42 and Q5301561") mykb.add_alias(alias=alias1, entities=["Q42", "Q5301561"], probabilities=[0.8, 0.2]) - alias2 = "johny" - print(" adding alias", alias2, "to Q0, Q42 and Q5301561") - mykb.add_alias(alias=alias2, entities=["Q0", "Q42", "Q5301561"], probabilities=[0.3, 0.1, 0.4]) - alias3 = "adam" print(" adding alias", alias3, "to Q42") mykb.add_alias(alias=alias3, entities=["Q42"], probabilities=[0.9]) print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) + print() - for alias in [alias1, alias2, alias3]: - print() - print("candidates for", alias) + for alias in [alias1, "rubbish", alias3]: candidates = mykb.get_candidates(alias) - for candidate in candidates: - print(" candidate") - print(" kb_id", candidate.kb_id) - print(" kb_id_", candidate.kb_id_) - print(" alias", candidate.alias) - print(" alias_", candidate.alias_) - print(" prior_prob", candidate.prior_prob) + print(len(candidates), "candidates for", alias) def add_el(): diff --git a/spacy/tests/pipeline/test_el.py b/spacy/tests/pipeline/test_el.py index 78ee0f358c4..295b35cce2c 100644 --- a/spacy/tests/pipeline/test_el.py +++ b/spacy/tests/pipeline/test_el.py @@ -80,3 +80,4 @@ def test_candidate_generation(): # test the size of the relevant candidates assert(len(mykb.get_candidates("douglas")) == 2) assert(len(mykb.get_candidates("adam")) == 1) + assert(len(mykb.get_candidates("shrubbery")) == 0) From d0c763ba447282d53ac7d25354afde468f0e4a73 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Thu, 21 Mar 2019 17:33:25 +0100 Subject: [PATCH 25/77] minimal EL pipe --- spacy/kb.pxd | 14 ++-- spacy/kb.pyx | 3 +- spacy/language.py | 4 + spacy/pipeline/pipes.pyx | 100 ++++--------------------- spacy/sandbox_test_sofie/testing_el.py | 17 +++-- 5 files changed, 37 insertions(+), 101 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index 4ae34bfa72a..5fd2399988c 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -109,7 +109,7 @@ cdef class KnowledgeBase: """Add an entry to the knowledge base.""" # This is what we'll map the hash key to. It's where the entry will sit # in the vector of entries, so we can get it later. - cdef int64_t entity_index = self._entries.size() + cdef int64_t new_index = self._entries.size() self._entries.push_back( _EntryC( entity_hash=entity_hash, @@ -117,22 +117,22 @@ cdef class KnowledgeBase: feats_row=feats_row, prob=prob )) - self._entry_index[entity_hash] = entity_index - return entity_index + self._entry_index[entity_hash] = new_index + return new_index cdef inline int64_t c_add_aliases(self, hash_t alias_hash, vector[int64_t] entry_indices, vector[float] probs): """Connect a mention to a list of potential entities with their prior probabilities .""" - cdef int64_t alias_index = self._aliases_table.size() + cdef int64_t new_index = self._aliases_table.size() self._aliases_table.push_back( _AliasC( entry_indices=entry_indices, probs=probs )) - self._alias_index[alias_hash] = alias_index - return alias_index + self._alias_index[alias_hash] = new_index + return new_index - cdef inline create_empty_vectors(self): + cdef inline _create_empty_vectors(self): """ Making sure the first element of each vector is a dummy, because the PreshMap maps pointing to indices in these vectors can not contain 0 as value diff --git a/spacy/kb.pyx b/spacy/kb.pyx index 62080e1be47..33a79da04ac 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -65,7 +65,7 @@ cdef class KnowledgeBase: self._alias_index = PreshMap() self.mem = Pool() self.strings = StringStore() - self.create_empty_vectors() + self._create_empty_vectors() def __len__(self): return self.get_size_entities() @@ -151,4 +151,3 @@ cdef class KnowledgeBase: prior_prob=prob) for (entry_index, prob) in zip(alias_entry.entry_indices, alias_entry.probs) if entry_index != 0] - diff --git a/spacy/language.py b/spacy/language.py index 736899341d9..f80d8699df8 100644 --- a/spacy/language.py +++ b/spacy/language.py @@ -209,6 +209,10 @@ def parser(self): def entity(self): return self.get_pipe("ner") + @property + def linker(self): + return self.get_pipe("el") + @property def matcher(self): return self.get_pipe("matcher") diff --git a/spacy/pipeline/pipes.pyx b/spacy/pipeline/pipes.pyx index e1e5471be1f..5866518a724 100644 --- a/spacy/pipeline/pipes.pyx +++ b/spacy/pipeline/pipes.pyx @@ -1045,44 +1045,28 @@ class EntityLinker(Pipe): @classmethod def Model(cls, nr_class=1, **cfg): - embed_size = util.env_opt("embed_size", 2000) - if "token_vector_width" in cfg: - token_vector_width = cfg["token_vector_width"] - else: - token_vector_width = util.env_opt("token_vector_width", 96) - if cfg.get('architecture') == 'simple_cnn': - tok2vec = Tok2Vec(token_vector_width, embed_size, **cfg) - return None # build_simple_cnn_text_classifier(tok2vec, nr_class, **cfg) - else: - return None # build_text_classifier(nr_class, **cfg) - + # TODO: non-dummy EL implementation + return None - def __init__(self, vocab, model=True, **cfg): - self.vocab = vocab - self.model = model - self._rehearsal_model = None + def __init__(self, model=True, **cfg): + self.model = False self.cfg = dict(cfg) + self.kb = self.cfg["kb"] def __call__(self, doc): - # scores, tensors = self.predict([doc]) - scores, tensors = None, None - self.set_annotations([doc], scores, tensors=tensors) + self.set_annotations([doc], scores=None, tensors=None) return doc def pipe(self, stream, batch_size=128, n_threads=-1): + """Apply the pipe to a stream of documents. + Both __call__ and pipe should delegate to the `predict()` + and `set_annotations()` methods. + """ for docs in util.minibatch(stream, size=batch_size): docs = list(docs) - scores, tensors = self.predict(docs) - self.set_annotations(docs, scores, tensors=tensors) + self.set_annotations(docs, scores=None, tensors=None) yield from docs - def predict(self, docs): - # self.require_model() - scores = self.model(docs) - scores = self.model.ops.asarray(scores) - tensors = [doc.tensor for doc in docs] - return scores, tensors - def set_annotations(self, docs, scores, tensors=None): # TODO Sofie: actually implement this class instead of dummy implementation for i, doc in enumerate(docs): @@ -1091,67 +1075,13 @@ class EntityLinker(Pipe): for token in ent: token.ent_kb_id_ = "Q42" - def update(self, docs, golds, state=None, drop=0., sgd=None, losses=None): - scores, bp_scores = self.model.begin_update(docs, drop=drop) - loss, d_scores = self.get_loss(docs, golds, scores) - bp_scores(d_scores, sgd=sgd) - if losses is not None: - losses.setdefault(self.name, 0.0) - losses[self.name] += loss - - def rehearse(self, docs, drop=0., sgd=None, losses=None): - if self._rehearsal_model is None: - return - scores, bp_scores = self.model.begin_update(docs, drop=drop) - target = self._rehearsal_model(docs) - gradient = scores - target - bp_scores(gradient, sgd=sgd) - if losses is not None: - losses.setdefault(self.name, 0.0) - losses[self.name] += (gradient**2).sum() - def get_loss(self, docs, golds, scores): - truths = numpy.zeros((len(golds), len(self.labels)), dtype='f') - not_missing = numpy.ones((len(golds), len(self.labels)), dtype='f') - for i, gold in enumerate(golds): - for j, label in enumerate(self.labels): - if label in gold.cats: - truths[i, j] = gold.cats[label] - else: - not_missing[i, j] = 0. - truths = self.model.ops.asarray(truths) - not_missing = self.model.ops.asarray(not_missing) - d_scores = (scores-truths) / scores.shape[0] - d_scores *= not_missing - mean_square_error = (d_scores**2).sum(axis=1).mean() - return float(mean_square_error), d_scores + # TODO + pass def add_label(self, label): - if label in self.labels: - return 0 - if self.model not in (None, True, False): - # This functionality was available previously, but was broken. - # The problem is that we resize the last layer, but the last layer - # is actually just an ensemble. We're not resizing the child layers - # -- a huge problem. - raise ValueError(Errors.E116) - #smaller = self.model._layers[-1] - #larger = Affine(len(self.labels)+1, smaller.nI) - #copy_array(larger.W[:smaller.nO], smaller.W) - #copy_array(larger.b[:smaller.nO], smaller.b) - #self.model._layers[-1] = larger - self.labels = tuple(list(self.labels) + [label]) - return 1 - - def begin_training(self, get_gold_tuples=lambda: [], pipeline=None, sgd=None, - **kwargs): - if self.model is True: - self.cfg['pretrained_vectors'] = kwargs.get('pretrained_vectors') - self.model = self.Model(len(self.labels), **self.cfg) - link_vectors_to_models(self.vocab) - if sgd is None: - sgd = self.create_optimizer() - return sgd + # TODO + pass __all__ = ['Tagger', 'DependencyParser', 'EntityRecognizer', 'Tensorizer', 'TextCategorizer', 'EntityLinker'] diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py index 03261806b38..f6296bf8935 100644 --- a/spacy/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -37,16 +37,14 @@ def create_kb(): print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) print() - for alias in [alias1, "rubbish", alias3]: - candidates = mykb.get_candidates(alias) - print(len(candidates), "candidates for", alias) + return mykb -def add_el(): +def add_el(kb): nlp = spacy.load('en_core_web_sm') print("pipes before:", nlp.pipe_names) - el_pipe = nlp.create_pipe(name='el') + el_pipe = nlp.create_pipe(name='el', config={"kb": kb}) nlp.add_pipe(el_pipe, last=True) print("pipes after:", nlp.pipe_names) @@ -62,7 +60,12 @@ def add_el(): for ent in doc.ents: print("ent", ent.text, ent.label_, ent.kb_id_) + print() + for alias in ["douglassss", "rubbish", "adam"]: + candidates = nlp.linker.kb.get_candidates(alias) + print(len(candidates), "candidates for", alias) + if __name__ == "__main__": - # add_el() - create_kb() + mykb = create_kb() + add_el(mykb) From 24a0c4a8d449b64033e80c1986e823cc44443490 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Thu, 21 Mar 2019 18:20:57 +0100 Subject: [PATCH 26/77] name per entity --- spacy/kb.pxd | 21 +++++----- spacy/kb.pyx | 54 ++++++++++++++++---------- spacy/sandbox_test_sofie/testing_el.py | 10 +++-- 3 files changed, 52 insertions(+), 33 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index 5fd2399988c..cffbcd5d1ee 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -13,8 +13,9 @@ from .typedefs cimport hash_t # of bits we need to keep track of the answers. cdef struct _EntryC: - # The hash of this entry's unique ID - hash_t entity_hash + # The hash of this entry's unique ID and name in the kB + hash_t entity_id_hash + hash_t entity_name_hash # Allows retrieval of one or more vectors. # Each element of vector_rows should be an index into a vectors table. @@ -47,7 +48,7 @@ cdef struct _AliasC: cdef class Entity: cdef readonly KnowledgeBase kb - cdef hash_t entity_hash + cdef hash_t entity_id_hash cdef float confidence @@ -55,7 +56,7 @@ cdef class Entity: cdef class Candidate: cdef readonly KnowledgeBase kb - cdef hash_t entity_hash + cdef hash_t entity_id_hash cdef hash_t alias_hash cdef float prior_prob @@ -104,20 +105,21 @@ cdef class KnowledgeBase: # optional data, we can let users configure a DB as the backend for this. cdef object _features_table - cdef inline int64_t c_add_entity(self, hash_t entity_hash, float prob, int32_t* vector_rows, - int feats_row): + cdef inline int64_t c_add_entity(self, hash_t entity_id_hash, hash_t entity_name_hash, float prob, + int32_t* vector_rows, int feats_row): """Add an entry to the knowledge base.""" # This is what we'll map the hash key to. It's where the entry will sit # in the vector of entries, so we can get it later. cdef int64_t new_index = self._entries.size() self._entries.push_back( _EntryC( - entity_hash=entity_hash, + entity_id_hash=entity_id_hash, + entity_name_hash=entity_name_hash, vector_rows=vector_rows, feats_row=feats_row, prob=prob )) - self._entry_index[entity_hash] = new_index + self._entry_index[entity_id_hash] = new_index return new_index cdef inline int64_t c_add_aliases(self, hash_t alias_hash, vector[int64_t] entry_indices, vector[float] probs): @@ -142,7 +144,8 @@ cdef class KnowledgeBase: self.strings.add("") self._entries.push_back( _EntryC( - entity_hash=self.strings.add(""), + entity_id_hash=self.strings[""], + entity_name_hash=self.strings[""], vector_rows=&dummy_value, feats_row=dummy_value, prob=dummy_value diff --git a/spacy/kb.pyx b/spacy/kb.pyx index 33a79da04ac..e51cb087d7b 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -5,20 +5,20 @@ from spacy.errors import user_warning cdef class Entity: - def __init__(self, KnowledgeBase kb, entity_hash, confidence): + def __init__(self, KnowledgeBase kb, entity_id_hash, confidence): self.kb = kb - self.entity_hash = entity_hash + self.entity_id_hash = entity_id_hash self.confidence = confidence property kb_id_: """RETURNS (unicode): ID of this entity in the KB""" def __get__(self): - return self.kb.strings[self.entity_hash] + return self.kb.strings[self.entity_id_hash] property kb_id: """RETURNS (uint64): hash of the entity's KB ID""" def __get__(self): - return self.entity_hash + return self.entity_id_hash property confidence: def __get__(self): @@ -27,32 +27,43 @@ cdef class Entity: cdef class Candidate: - def __init__(self, KnowledgeBase kb, entity_hash, alias_hash, prior_prob): + def __init__(self, KnowledgeBase kb, entity_id_hash, alias_hash, prior_prob): self.kb = kb - self.entity_hash = entity_hash + self.entity_id_hash = entity_id_hash self.alias_hash = alias_hash self.prior_prob = prior_prob - property kb_id_: + property entity_id: + """RETURNS (uint64): hash of the entity's KB ID""" + def __get__(self): + return self.entity_id_hash + + property entity_id_: """RETURNS (unicode): ID of this entity in the KB""" def __get__(self): - return self.kb.strings[self.entity_hash] + return self.kb.strings[self.entity_id] - property kb_id: - """RETURNS (uint64): hash of the entity's KB ID""" + property entity_name: + """RETURNS (uint64): hash of the entity's KB name""" def __get__(self): - return self.entity_hash + entry_index = self.kb._entry_index.get(self.entity_id) + return self.kb._entries[entry_index].entity_name_hash - property alias_: - """RETURNS (unicode): ID of the original alias""" + property entity_name_: + """RETURNS (unicode): name of this entity in the KB""" def __get__(self): - return self.kb.strings[self.alias_hash] + return self.kb.strings[self.entity_name] property alias: """RETURNS (uint64): hash of the alias""" def __get__(self): return self.alias_hash + property alias_: + """RETURNS (unicode): ID of the original alias""" + def __get__(self): + return self.kb.strings[self.alias] + property prior_prob: def __get__(self): return self.prior_prob @@ -76,12 +87,15 @@ cdef class KnowledgeBase: def get_size_aliases(self): return self._aliases_table.size() - 1 # not counting dummy element on index 0 - def add_entity(self, unicode entity_id, float prob, vectors=None, features=None): + def add_entity(self, unicode entity_id, unicode entity_name=None, float prob=0.5, vectors=None, features=None): """ Add an entity to the KB. Return the hash of the entity ID at the end """ + if not entity_name: + entity_name = entity_id cdef hash_t id_hash = self.strings.add(entity_id) + cdef hash_t name_hash = self.strings.add(entity_name) # Return if this entity was added before if id_hash in self._entry_index: @@ -89,7 +103,7 @@ cdef class KnowledgeBase: return cdef int32_t dummy_value = 342 - self.c_add_entity(entity_hash=id_hash, prob=prob, vector_rows=&dummy_value, feats_row=dummy_value) + self.c_add_entity(entity_id_hash=id_hash, entity_name_hash=name_hash, prob=prob, vector_rows=&dummy_value, feats_row=dummy_value) # TODO self._vectors_table.get_pointer(vectors), # self._features_table.get(features)) @@ -127,11 +141,11 @@ cdef class KnowledgeBase: cdef vector[float] probs for entity, prob in zip(entities, probabilities): - entity_hash = self.strings[entity] - if not entity_hash in self._entry_index: + entity_id_hash = self.strings[entity] + if not entity_id_hash in self._entry_index: raise ValueError("Alias '" + alias + "' defined for unknown entity '" + entity + "'") - entry_index = self._entry_index.get(entity_hash) + entry_index = self._entry_index.get(entity_id_hash) entry_indices.push_back(int(entry_index)) probs.push_back(float(prob)) @@ -146,7 +160,7 @@ cdef class KnowledgeBase: alias_entry = self._aliases_table[alias_index] return [Candidate(kb=self, - entity_hash=self._entries[entry_index].entity_hash, + entity_id_hash=self._entries[entry_index].entity_id_hash, alias_hash=alias_hash, prior_prob=prob) for (entry_index, prob) in zip(alias_entry.entry_indices, alias_entry.probs) diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py index f6296bf8935..c7b0a3a0739 100644 --- a/spacy/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -12,15 +12,15 @@ def create_kb(): # adding entities entity_0 = "Q0" # douglas adams print(" adding entity", entity_0) - mykb.add_entity(entity_id=entity_0, prob=0.5) + mykb.add_entity(entity_id=entity_0, entity_name="queZero", prob=0.5) entity_42 = "Q42" # douglas adams print(" adding entity", entity_42) - mykb.add_entity(entity_id=entity_42, prob=0.5) + mykb.add_entity(entity_id=entity_42, entity_name="que42", prob=0.5) entity_5301561 = "Q5301561" print(" adding entity", entity_5301561) - mykb.add_entity(entity_id=entity_5301561, prob=0.5) + mykb.add_entity(entity_id=entity_5301561, entity_name="queMore", prob=0.5) print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) print() @@ -63,7 +63,9 @@ def add_el(kb): print() for alias in ["douglassss", "rubbish", "adam"]: candidates = nlp.linker.kb.get_candidates(alias) - print(len(candidates), "candidates for", alias) + print(len(candidates), "candidates for", alias, ":") + for c in candidates: + print(" ", c.entity_id_, c.entity_name_, c.alias_) if __name__ == "__main__": From 6e2433b95e1a6dd5f773cc49e3a8b553ef09421b Mon Sep 17 00:00:00 2001 From: svlandeg Date: Thu, 21 Mar 2019 18:55:01 +0100 Subject: [PATCH 27/77] select candidate with highest prior probabiity --- examples/pipeline/dummy_entity_linking.py | 69 +++++++++++++++++++++ spacy/kb.pxd | 10 +--- spacy/kb.pyx | 26 +------- spacy/pipeline/pipes.pyx | 11 +++- spacy/sandbox_test_sofie/testing_el.py | 73 ----------------------- 5 files changed, 81 insertions(+), 108 deletions(-) create mode 100644 examples/pipeline/dummy_entity_linking.py delete mode 100644 spacy/sandbox_test_sofie/testing_el.py diff --git a/examples/pipeline/dummy_entity_linking.py b/examples/pipeline/dummy_entity_linking.py new file mode 100644 index 00000000000..c51f321e016 --- /dev/null +++ b/examples/pipeline/dummy_entity_linking.py @@ -0,0 +1,69 @@ +# coding: utf-8 +"""Demonstrate how to build a simple knowledge base and run an Entity Linking algorithm. +Currently still a bit of a dummy algorithm: taking simply the entity with highest probability for a given alias +""" +import spacy +from spacy.kb import KnowledgeBase + + +def create_kb(): + kb = KnowledgeBase() + + # adding entities + entity_0 = "Q1004791" + print("adding entity", entity_0) + kb.add_entity(entity_id=entity_0, entity_name="Douglas", prob=0.5) + + entity_1 = "Q42" + print("adding entity", entity_1) + kb.add_entity(entity_id=entity_1, entity_name="Douglas Adams", prob=0.5) + + entity_2 = "Q5301561" + print("adding entity", entity_2) + kb.add_entity(entity_id=entity_2, entity_name="Douglas Haig", prob=0.5) + + # adding aliases + print() + alias_0 = "Douglas" + print("adding alias", alias_0, "to all three entities") + kb.add_alias(alias=alias_0, entities=["Q1004791", "Q42", "Q5301561"], probabilities=[0.1, 0.6, 0.2]) + + alias_1 = "Douglas Adams" + print("adding alias", alias_1, "to just the one entity") + kb.add_alias(alias=alias_1, entities=["Q42"], probabilities=[0.9]) + + print() + print("kb size:", len(kb), kb.get_size_entities(), kb.get_size_aliases()) + + return kb + + +def add_el(kb): + nlp = spacy.load('en_core_web_sm') + + el_pipe = nlp.create_pipe(name='el', config={"kb": kb}) + nlp.add_pipe(el_pipe, last=True) + + for alias in ["Douglas Adams", "Douglas"]: + candidates = nlp.linker.kb.get_candidates(alias) + print() + print(len(candidates), "candidate(s) for", alias, ":") + for c in candidates: + print(" ", c.entity_id_, c.entity_name_, c.alias_, c.prior_prob) + + text = "In The Hitchhiker's Guide to the Galaxy, written by Douglas Adams, " \ + "Douglas reminds us to always bring our towel." + doc = nlp(text) + + print() + for token in doc: + print("token", token.text, token.ent_type_, token.ent_kb_id_) + + print() + for ent in doc.ents: + print("ent", ent.text, ent.label_, ent.kb_id_) + + +if __name__ == "__main__": + mykb = create_kb() + add_el(mykb) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index cffbcd5d1ee..490e05036a2 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -44,15 +44,7 @@ cdef struct _AliasC: vector[float] probs -# TODO: document -cdef class Entity: - - cdef readonly KnowledgeBase kb - cdef hash_t entity_id_hash - cdef float confidence - - -# TODO: document +# Object used by the Entity Linker that summarizes one entity-alias candidate combination. cdef class Candidate: cdef readonly KnowledgeBase kb diff --git a/spacy/kb.pyx b/spacy/kb.pyx index e51cb087d7b..6d031fb91e6 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -3,28 +3,6 @@ from spacy.errors import user_warning -cdef class Entity: - - def __init__(self, KnowledgeBase kb, entity_id_hash, confidence): - self.kb = kb - self.entity_id_hash = entity_id_hash - self.confidence = confidence - - property kb_id_: - """RETURNS (unicode): ID of this entity in the KB""" - def __get__(self): - return self.kb.strings[self.entity_id_hash] - - property kb_id: - """RETURNS (uint64): hash of the entity's KB ID""" - def __get__(self): - return self.entity_id_hash - - property confidence: - def __get__(self): - return self.confidence - - cdef class Candidate: def __init__(self, KnowledgeBase kb, entity_id_hash, alias_hash, prior_prob): @@ -103,7 +81,8 @@ cdef class KnowledgeBase: return cdef int32_t dummy_value = 342 - self.c_add_entity(entity_id_hash=id_hash, entity_name_hash=name_hash, prob=prob, vector_rows=&dummy_value, feats_row=dummy_value) + self.c_add_entity(entity_id_hash=id_hash, entity_name_hash=name_hash, prob=prob, + vector_rows=&dummy_value, feats_row=dummy_value) # TODO self._vectors_table.get_pointer(vectors), # self._features_table.get(features)) @@ -155,6 +134,7 @@ cdef class KnowledgeBase: def get_candidates(self, unicode alias): + """ TODO: where to put this functionality ?""" cdef hash_t alias_hash = self.strings[alias] alias_index = self._alias_index.get(alias_hash) alias_entry = self._aliases_table[alias_index] diff --git a/spacy/pipeline/pipes.pyx b/spacy/pipeline/pipes.pyx index 5866518a724..b554eb2b606 100644 --- a/spacy/pipeline/pipes.pyx +++ b/spacy/pipeline/pipes.pyx @@ -1068,12 +1068,17 @@ class EntityLinker(Pipe): yield from docs def set_annotations(self, docs, scores, tensors=None): - # TODO Sofie: actually implement this class instead of dummy implementation + """ + Currently implemented as taking the KB entry with highest prior probability for each named entity + TODO: actually use context etc + """ for i, doc in enumerate(docs): for ent in doc.ents: - if ent.label_ in ["PERSON", "PER"]: + candidates = self.kb.get_candidates(ent.text) + if candidates: + best_candidate = max(candidates, key=lambda c: c.prior_prob) for token in ent: - token.ent_kb_id_ = "Q42" + token.ent_kb_id_ = best_candidate.entity_id_ def get_loss(self, docs, golds, scores): # TODO diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py deleted file mode 100644 index c7b0a3a0739..00000000000 --- a/spacy/sandbox_test_sofie/testing_el.py +++ /dev/null @@ -1,73 +0,0 @@ -# coding: utf-8 -import spacy -from spacy.kb import KnowledgeBase - - -def create_kb(): - mykb = KnowledgeBase() - - print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) - print() - - # adding entities - entity_0 = "Q0" # douglas adams - print(" adding entity", entity_0) - mykb.add_entity(entity_id=entity_0, entity_name="queZero", prob=0.5) - - entity_42 = "Q42" # douglas adams - print(" adding entity", entity_42) - mykb.add_entity(entity_id=entity_42, entity_name="que42", prob=0.5) - - entity_5301561 = "Q5301561" - print(" adding entity", entity_5301561) - mykb.add_entity(entity_id=entity_5301561, entity_name="queMore", prob=0.5) - - print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) - print() - - # adding aliases - alias1 = "douglassss" - print(" adding alias", alias1, "to Q42 and Q5301561") - mykb.add_alias(alias=alias1, entities=["Q42", "Q5301561"], probabilities=[0.8, 0.2]) - - alias3 = "adam" - print(" adding alias", alias3, "to Q42") - mykb.add_alias(alias=alias3, entities=["Q42"], probabilities=[0.9]) - - print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) - print() - - return mykb - - -def add_el(kb): - nlp = spacy.load('en_core_web_sm') - print("pipes before:", nlp.pipe_names) - - el_pipe = nlp.create_pipe(name='el', config={"kb": kb}) - nlp.add_pipe(el_pipe, last=True) - - print("pipes after:", nlp.pipe_names) - print() - - text = "The Hitchhiker's Guide to the Galaxy, written by Douglas Adams, reminds us to always bring our towel." - doc = nlp(text) - - for token in doc: - print("token", token.text, token.ent_type_, token.ent_kb_id_) - - print() - for ent in doc.ents: - print("ent", ent.text, ent.label_, ent.kb_id_) - - print() - for alias in ["douglassss", "rubbish", "adam"]: - candidates = nlp.linker.kb.get_candidates(alias) - print(len(candidates), "candidates for", alias, ":") - for c in candidates: - print(" ", c.entity_id_, c.entity_name_, c.alias_) - - -if __name__ == "__main__": - mykb = create_kb() - add_el(mykb) From 4820b43313f83fcbdc51eacbe270d6fa3d738214 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Thu, 21 Mar 2019 23:17:25 +0100 Subject: [PATCH 28/77] use nlp's vocab for stringstore --- examples/pipeline/dummy_entity_linking.py | 22 +++++++++--------- spacy/kb.pxd | 10 ++++---- spacy/kb.pyx | 20 ++++++++-------- spacy/tests/pipeline/test_el.py | 28 ++++++++++++++--------- 4 files changed, 43 insertions(+), 37 deletions(-) diff --git a/examples/pipeline/dummy_entity_linking.py b/examples/pipeline/dummy_entity_linking.py index c51f321e016..43d17c48189 100644 --- a/examples/pipeline/dummy_entity_linking.py +++ b/examples/pipeline/dummy_entity_linking.py @@ -6,8 +6,8 @@ from spacy.kb import KnowledgeBase -def create_kb(): - kb = KnowledgeBase() +def create_kb(vocab): + kb = KnowledgeBase(vocab=vocab) # adding entities entity_0 = "Q1004791" @@ -25,11 +25,11 @@ def create_kb(): # adding aliases print() alias_0 = "Douglas" - print("adding alias", alias_0, "to all three entities") + print("adding alias", alias_0) kb.add_alias(alias=alias_0, entities=["Q1004791", "Q42", "Q5301561"], probabilities=[0.1, 0.6, 0.2]) alias_1 = "Douglas Adams" - print("adding alias", alias_1, "to just the one entity") + print("adding alias", alias_1) kb.add_alias(alias=alias_1, entities=["Q42"], probabilities=[0.9]) print() @@ -38,9 +38,7 @@ def create_kb(): return kb -def add_el(kb): - nlp = spacy.load('en_core_web_sm') - +def add_el(kb, nlp): el_pipe = nlp.create_pipe(name='el', config={"kb": kb}) nlp.add_pipe(el_pipe, last=True) @@ -49,10 +47,11 @@ def add_el(kb): print() print(len(candidates), "candidate(s) for", alias, ":") for c in candidates: - print(" ", c.entity_id_, c.entity_name_, c.alias_, c.prior_prob) + print(" ", c.entity_id_, c.entity_name_, c.prior_prob) text = "In The Hitchhiker's Guide to the Galaxy, written by Douglas Adams, " \ - "Douglas reminds us to always bring our towel." + "Douglas reminds us to always bring our towel. " \ + "The main character in Doug's novel is called Arthur Dent." doc = nlp(text) print() @@ -65,5 +64,6 @@ def add_el(kb): if __name__ == "__main__": - mykb = create_kb() - add_el(mykb) + nlp = spacy.load('en_core_web_sm') + my_kb = create_kb(nlp.vocab) + add_el(my_kb, nlp) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index 490e05036a2..dc6701b89f8 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -4,7 +4,7 @@ from preshed.maps cimport PreshMap from libcpp.vector cimport vector from libc.stdint cimport int32_t, int64_t -from spacy.strings cimport StringStore +from spacy.vocab cimport Vocab from .typedefs cimport hash_t @@ -55,7 +55,7 @@ cdef class Candidate: cdef class KnowledgeBase: cdef Pool mem - cpdef readonly StringStore strings + cpdef readonly Vocab vocab # This maps 64bit keys (hash of unique entity string) # to 64bit values (position of the _EntryC struct in the _entries vector). @@ -133,11 +133,11 @@ cdef class KnowledgeBase: cf. https://github.com/explosion/preshed/issues/17 """ cdef int32_t dummy_value = 0 - self.strings.add("") + self.vocab.strings.add("") self._entries.push_back( _EntryC( - entity_id_hash=self.strings[""], - entity_name_hash=self.strings[""], + entity_id_hash=self.vocab.strings[""], + entity_name_hash=self.vocab.strings[""], vector_rows=&dummy_value, feats_row=dummy_value, prob=dummy_value diff --git a/spacy/kb.pyx b/spacy/kb.pyx index 6d031fb91e6..186048a4181 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -19,7 +19,7 @@ cdef class Candidate: property entity_id_: """RETURNS (unicode): ID of this entity in the KB""" def __get__(self): - return self.kb.strings[self.entity_id] + return self.kb.vocab.strings[self.entity_id] property entity_name: """RETURNS (uint64): hash of the entity's KB name""" @@ -30,7 +30,7 @@ cdef class Candidate: property entity_name_: """RETURNS (unicode): name of this entity in the KB""" def __get__(self): - return self.kb.strings[self.entity_name] + return self.kb.vocab.strings[self.entity_name] property alias: """RETURNS (uint64): hash of the alias""" @@ -40,7 +40,7 @@ cdef class Candidate: property alias_: """RETURNS (unicode): ID of the original alias""" def __get__(self): - return self.kb.strings[self.alias] + return self.kb.vocab.strings[self.alias] property prior_prob: def __get__(self): @@ -49,11 +49,11 @@ cdef class Candidate: cdef class KnowledgeBase: - def __init__(self): + def __init__(self, Vocab vocab): + self.vocab = vocab self._entry_index = PreshMap() self._alias_index = PreshMap() self.mem = Pool() - self.strings = StringStore() self._create_empty_vectors() def __len__(self): @@ -72,8 +72,8 @@ cdef class KnowledgeBase: """ if not entity_name: entity_name = entity_id - cdef hash_t id_hash = self.strings.add(entity_id) - cdef hash_t name_hash = self.strings.add(entity_name) + cdef hash_t id_hash = self.vocab.strings.add(entity_id) + cdef hash_t name_hash = self.vocab.strings.add(entity_name) # Return if this entity was added before if id_hash in self._entry_index: @@ -107,7 +107,7 @@ cdef class KnowledgeBase: raise ValueError("The sum of prior probabilities for alias '" + alias + "' should not exceed 1, " + "but found " + str(prob_sum)) - cdef hash_t alias_hash = self.strings.add(alias) + cdef hash_t alias_hash = self.vocab.strings.add(alias) # Return if this alias was added before if alias_hash in self._alias_index: @@ -120,7 +120,7 @@ cdef class KnowledgeBase: cdef vector[float] probs for entity, prob in zip(entities, probabilities): - entity_id_hash = self.strings[entity] + entity_id_hash = self.vocab.strings[entity] if not entity_id_hash in self._entry_index: raise ValueError("Alias '" + alias + "' defined for unknown entity '" + entity + "'") @@ -135,7 +135,7 @@ cdef class KnowledgeBase: def get_candidates(self, unicode alias): """ TODO: where to put this functionality ?""" - cdef hash_t alias_hash = self.strings[alias] + cdef hash_t alias_hash = self.vocab.strings[alias] alias_index = self._alias_index.get(alias_hash) alias_entry = self._aliases_table[alias_index] diff --git a/spacy/tests/pipeline/test_el.py b/spacy/tests/pipeline/test_el.py index 295b35cce2c..379661fc1e4 100644 --- a/spacy/tests/pipeline/test_el.py +++ b/spacy/tests/pipeline/test_el.py @@ -2,11 +2,17 @@ import pytest from spacy.kb import KnowledgeBase +from spacy.lang.en import English -def test_kb_valid_entities(): - """Test the valid construction of a KB with 3 entities and one alias""" - mykb = KnowledgeBase() +@pytest.fixture +def nlp(): + return English() + + +def test_kb_valid_entities(nlp): + """Test the valid construction of a KB with 3 entities and two aliases""" + mykb = KnowledgeBase(nlp.vocab) # adding entities mykb.add_entity(entity_id="Q1", prob=0.9) @@ -22,9 +28,9 @@ def test_kb_valid_entities(): assert(mykb.get_size_aliases() == 2) -def test_kb_invalid_entities(): +def test_kb_invalid_entities(nlp): """Test the invalid construction of a KB with an alias linked to a non-existing entity""" - mykb = KnowledgeBase() + mykb = KnowledgeBase(nlp.vocab) # adding entities mykb.add_entity(entity_id="Q1", prob=0.9) @@ -36,9 +42,9 @@ def test_kb_invalid_entities(): mykb.add_alias(alias="douglas", entities=["Q2", "Q342"], probabilities=[0.8, 0.2]) -def test_kb_invalid_probabilities(): +def test_kb_invalid_probabilities(nlp): """Test the invalid construction of a KB with wrong prior probabilities""" - mykb = KnowledgeBase() + mykb = KnowledgeBase(nlp.vocab) # adding entities mykb.add_entity(entity_id="Q1", prob=0.9) @@ -50,9 +56,9 @@ def test_kb_invalid_probabilities(): mykb.add_alias(alias="douglassss", entities=["Q2", "Q3"], probabilities=[0.8, 0.4]) -def test_kb_invalid_combination(): +def test_kb_invalid_combination(nlp): """Test the invalid construction of a KB with non-matching entity and probability lists""" - mykb = KnowledgeBase() + mykb = KnowledgeBase(nlp.vocab) # adding entities mykb.add_entity(entity_id="Q1", prob=0.9) @@ -64,9 +70,9 @@ def test_kb_invalid_combination(): mykb.add_alias(alias="douglassss", entities=["Q2", "Q3"], probabilities=[0.3, 0.4, 0.1]) -def test_candidate_generation(): +def test_candidate_generation(nlp): """Test correct candidate generation""" - mykb = KnowledgeBase() + mykb = KnowledgeBase(nlp.vocab) # adding entities mykb.add_entity(entity_id="Q1", prob=0.9) From d849eb2455a168203a8394f260a43e521bd98255 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Wed, 6 Mar 2019 19:34:18 +0100 Subject: [PATCH 29/77] adding kb_id as field to token, el as nlp pipeline component --- sandbox_test_sofie/__init__.py | 0 sandbox_test_sofie/testing_el.py | 21 ++++++ spacy/language.py | 3 +- spacy/morphology.pxd | 2 + spacy/morphology.pyx | 3 + spacy/pipeline/__init__.py | 3 +- spacy/pipeline/pipes.pyx | 114 ++++++++++++++++++++++++++++++- spacy/structs.pxd | 2 + spacy/tokens/token.pyx | 8 +++ 9 files changed, 153 insertions(+), 3 deletions(-) create mode 100644 sandbox_test_sofie/__init__.py create mode 100644 sandbox_test_sofie/testing_el.py diff --git a/sandbox_test_sofie/__init__.py b/sandbox_test_sofie/__init__.py new file mode 100644 index 00000000000..e69de29bb2d diff --git a/sandbox_test_sofie/testing_el.py b/sandbox_test_sofie/testing_el.py new file mode 100644 index 00000000000..8d9b0c21d41 --- /dev/null +++ b/sandbox_test_sofie/testing_el.py @@ -0,0 +1,21 @@ +import spacy + + +def add_el(): + nlp = spacy.load('en_core_web_sm') + print("pipes", nlp.pipe_names) + + el_pipe = nlp.create_pipe(name='el') + nlp.add_pipe(el_pipe, last=True) + + print("pipes", nlp.pipe_names) + print() + + text = "Australian striker John hits century" + doc = nlp(text) + for token in doc: + print("token", token.text, token.tag_, token.pos_, token.kb_id) + + +if __name__ == "__main__": + add_el() diff --git a/spacy/language.py b/spacy/language.py index d47ec3f8381..917d0fb8de4 100644 --- a/spacy/language.py +++ b/spacy/language.py @@ -14,7 +14,7 @@ from .tokenizer import Tokenizer from .vocab import Vocab from .lemmatizer import Lemmatizer -from .pipeline import DependencyParser, Tensorizer, Tagger, EntityRecognizer +from .pipeline import DependencyParser, Tensorizer, Tagger, EntityRecognizer, EntityLinker from .pipeline import SimilarityHook, TextCategorizer, SentenceSegmenter from .pipeline import merge_noun_chunks, merge_entities, merge_subtokens from .pipeline import EntityRuler @@ -117,6 +117,7 @@ class Language(object): "tagger": lambda nlp, **cfg: Tagger(nlp.vocab, **cfg), "parser": lambda nlp, **cfg: DependencyParser(nlp.vocab, **cfg), "ner": lambda nlp, **cfg: EntityRecognizer(nlp.vocab, **cfg), + "el": lambda nlp, **cfg: EntityLinker(nlp.vocab, **cfg), "similarity": lambda nlp, **cfg: SimilarityHook(nlp.vocab, **cfg), "textcat": lambda nlp, **cfg: TextCategorizer(nlp.vocab, **cfg), "sentencizer": lambda nlp, **cfg: SentenceSegmenter(nlp.vocab, **cfg), diff --git a/spacy/morphology.pxd b/spacy/morphology.pxd index d0110b300fb..d674140b085 100644 --- a/spacy/morphology.pxd +++ b/spacy/morphology.pxd @@ -43,6 +43,8 @@ cdef class Morphology: cdef int assign_feature(self, uint64_t* morph, univ_morph_t feat_id, bint value) except -1 + cdef int assign_kb_id(self, TokenC* token, kb_id) except -1 + cdef enum univ_morph_t: NIL = 0 diff --git a/spacy/morphology.pyx b/spacy/morphology.pyx index ed1ee9a7eee..c60ba65fec9 100644 --- a/spacy/morphology.pyx +++ b/spacy/morphology.pyx @@ -123,6 +123,9 @@ cdef class Morphology: else: flags[0] &= ~(one << flag_id) + cdef int assign_kb_id(self, TokenC* token, kb_id) except -1: + token.kb_id = kb_id + def add_special_case(self, unicode tag_str, unicode orth_str, attrs, force=False): """Add a special-case rule to the morphological analyser. Tokens whose diff --git a/spacy/pipeline/__init__.py b/spacy/pipeline/__init__.py index 64286832f93..cb6e9344859 100644 --- a/spacy/pipeline/__init__.py +++ b/spacy/pipeline/__init__.py @@ -1,7 +1,7 @@ # coding: utf8 from __future__ import unicode_literals -from .pipes import Tagger, DependencyParser, EntityRecognizer +from .pipes import Tagger, DependencyParser, EntityRecognizer, EntityLinker from .pipes import TextCategorizer, Tensorizer, Pipe from .entityruler import EntityRuler from .hooks import SentenceSegmenter, SimilarityHook @@ -11,6 +11,7 @@ "Tagger", "DependencyParser", "EntityRecognizer", + "EntityLinker", "TextCategorizer", "Tensorizer", "Pipe", diff --git a/spacy/pipeline/pipes.pyx b/spacy/pipeline/pipes.pyx index 2544570adc8..b0997e848f0 100644 --- a/spacy/pipeline/pipes.pyx +++ b/spacy/pipeline/pipes.pyx @@ -1058,4 +1058,116 @@ cdef class EntityRecognizer(Parser): if move[0] in ("B", "I", "L", "U"))) -__all__ = ["Tagger", "DependencyParser", "EntityRecognizer", "Tensorizer", "TextCategorizer"] +class EntityLinker(Pipe): + name = 'el' + + @classmethod + def Model(cls, nr_class=1, **cfg): + embed_size = util.env_opt("embed_size", 2000) + if "token_vector_width" in cfg: + token_vector_width = cfg["token_vector_width"] + else: + token_vector_width = util.env_opt("token_vector_width", 96) + if cfg.get('architecture') == 'simple_cnn': + tok2vec = Tok2Vec(token_vector_width, embed_size, **cfg) + return None # build_simple_cnn_text_classifier(tok2vec, nr_class, **cfg) + else: + return None # build_text_classifier(nr_class, **cfg) + + + def __init__(self, vocab, model=True, **cfg): + self.vocab = vocab + self.model = model + self._rehearsal_model = None + self.cfg = dict(cfg) + + def __call__(self, doc): + # scores, tensors = self.predict([doc]) + scores, tensors = None, None + self.set_annotations([doc], scores, tensors=tensors) + return doc + + def pipe(self, stream, batch_size=128, n_threads=-1): + for docs in util.minibatch(stream, size=batch_size): + docs = list(docs) + scores, tensors = self.predict(docs) + self.set_annotations(docs, scores, tensors=tensors) + yield from docs + + def predict(self, docs): + # self.require_model() + scores = self.model(docs) + scores = self.model.ops.asarray(scores) + tensors = [doc.tensor for doc in docs] + return scores, tensors + + def set_annotations(self, docs, scores, tensors=None): + # TODO Sofie: actually implement this class instead of dummy implementation + for i, doc in enumerate(docs): + for token in doc: + token.kb_id = 342 + + def update(self, docs, golds, state=None, drop=0., sgd=None, losses=None): + scores, bp_scores = self.model.begin_update(docs, drop=drop) + loss, d_scores = self.get_loss(docs, golds, scores) + bp_scores(d_scores, sgd=sgd) + if losses is not None: + losses.setdefault(self.name, 0.0) + losses[self.name] += loss + + def rehearse(self, docs, drop=0., sgd=None, losses=None): + if self._rehearsal_model is None: + return + scores, bp_scores = self.model.begin_update(docs, drop=drop) + target = self._rehearsal_model(docs) + gradient = scores - target + bp_scores(gradient, sgd=sgd) + if losses is not None: + losses.setdefault(self.name, 0.0) + losses[self.name] += (gradient**2).sum() + + def get_loss(self, docs, golds, scores): + truths = numpy.zeros((len(golds), len(self.labels)), dtype='f') + not_missing = numpy.ones((len(golds), len(self.labels)), dtype='f') + for i, gold in enumerate(golds): + for j, label in enumerate(self.labels): + if label in gold.cats: + truths[i, j] = gold.cats[label] + else: + not_missing[i, j] = 0. + truths = self.model.ops.asarray(truths) + not_missing = self.model.ops.asarray(not_missing) + d_scores = (scores-truths) / scores.shape[0] + d_scores *= not_missing + mean_square_error = (d_scores**2).sum(axis=1).mean() + return float(mean_square_error), d_scores + + def add_label(self, label): + if label in self.labels: + return 0 + if self.model not in (None, True, False): + # This functionality was available previously, but was broken. + # The problem is that we resize the last layer, but the last layer + # is actually just an ensemble. We're not resizing the child layers + # -- a huge problem. + raise ValueError(Errors.E116) + #smaller = self.model._layers[-1] + #larger = Affine(len(self.labels)+1, smaller.nI) + #copy_array(larger.W[:smaller.nO], smaller.W) + #copy_array(larger.b[:smaller.nO], smaller.b) + #self.model._layers[-1] = larger + self.labels = tuple(list(self.labels) + [label]) + return 1 + + def begin_training(self, get_gold_tuples=lambda: [], pipeline=None, sgd=None, + **kwargs): + if self.model is True: + self.cfg['pretrained_vectors'] = kwargs.get('pretrained_vectors') + self.model = self.Model(len(self.labels), **self.cfg) + link_vectors_to_models(self.vocab) + if sgd is None: + sgd = self.create_optimizer() + return sgd + + +__all__ = ["Tagger", "DependencyParser", "EntityRecognizer", "Tensorizer", "TextCategorizer", "EntityLinker"] diff --git a/spacy/structs.pxd b/spacy/structs.pxd index fa282cae786..86b738a5c81 100644 --- a/spacy/structs.pxd +++ b/spacy/structs.pxd @@ -71,3 +71,5 @@ cdef struct TokenC: int ent_iob attr_t ent_type # TODO: Is there a better way to do this? Multiple sources of truth.. hash_t ent_id + + hash_t kb_id diff --git a/spacy/tokens/token.pyx b/spacy/tokens/token.pyx index 66728d35c3f..da3e709c4b3 100644 --- a/spacy/tokens/token.pyx +++ b/spacy/tokens/token.pyx @@ -354,6 +354,14 @@ cdef class Token: def __set__(self, attr_t tag): self.vocab.morphology.assign_tag(self.c, tag) + property kb_id: + """RETURNS (uint64): ID of entity (after Entity Linking).""" + def __get__(self): + return self.c.kb_id + + def __set__(self, attr_t kb_id): + self.vocab.morphology.assign_kb_id(self.c, kb_id) + property dep: """RETURNS (uint64): ID of syntactic dependency label.""" def __get__(self): From 735fc2a735b5ceed974b73a4a8141d4b3a803023 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Thu, 14 Mar 2019 15:48:40 +0100 Subject: [PATCH 30/77] annotate kb_id through ents in doc --- sandbox_test_sofie/testing_el.py | 13 +++++++++---- spacy/morphology.pxd | 2 -- spacy/morphology.pyx | 3 --- spacy/pipeline/pipes.pyx | 6 ++++-- spacy/structs.pxd | 3 +-- spacy/tokens/doc.pyx | 16 +++++++++++----- spacy/tokens/span.pxd | 1 + spacy/tokens/span.pyx | 11 ++++++++++- spacy/tokens/token.pyx | 24 ++++++++++++++++-------- 9 files changed, 52 insertions(+), 27 deletions(-) diff --git a/sandbox_test_sofie/testing_el.py b/sandbox_test_sofie/testing_el.py index 8d9b0c21d41..7883e44d47f 100644 --- a/sandbox_test_sofie/testing_el.py +++ b/sandbox_test_sofie/testing_el.py @@ -3,18 +3,23 @@ def add_el(): nlp = spacy.load('en_core_web_sm') - print("pipes", nlp.pipe_names) + print("pipes before:", nlp.pipe_names) el_pipe = nlp.create_pipe(name='el') nlp.add_pipe(el_pipe, last=True) - print("pipes", nlp.pipe_names) + print("pipes after:", nlp.pipe_names) print() - text = "Australian striker John hits century" + text = "The Hitchhiker's Guide to the Galaxy, written by Douglas Adams, reminds us to always bring our towel." doc = nlp(text) + for token in doc: - print("token", token.text, token.tag_, token.pos_, token.kb_id) + print("token", token.text, token.ent_type_, token.ent_kb_id_) + + print() + for ent in doc.ents: + print("ent", ent.text, ent.label_, ent.kb_id_) if __name__ == "__main__": diff --git a/spacy/morphology.pxd b/spacy/morphology.pxd index d674140b085..d0110b300fb 100644 --- a/spacy/morphology.pxd +++ b/spacy/morphology.pxd @@ -43,8 +43,6 @@ cdef class Morphology: cdef int assign_feature(self, uint64_t* morph, univ_morph_t feat_id, bint value) except -1 - cdef int assign_kb_id(self, TokenC* token, kb_id) except -1 - cdef enum univ_morph_t: NIL = 0 diff --git a/spacy/morphology.pyx b/spacy/morphology.pyx index c60ba65fec9..ed1ee9a7eee 100644 --- a/spacy/morphology.pyx +++ b/spacy/morphology.pyx @@ -123,9 +123,6 @@ cdef class Morphology: else: flags[0] &= ~(one << flag_id) - cdef int assign_kb_id(self, TokenC* token, kb_id) except -1: - token.kb_id = kb_id - def add_special_case(self, unicode tag_str, unicode orth_str, attrs, force=False): """Add a special-case rule to the morphological analyser. Tokens whose diff --git a/spacy/pipeline/pipes.pyx b/spacy/pipeline/pipes.pyx index b0997e848f0..c2fccb8b75a 100644 --- a/spacy/pipeline/pipes.pyx +++ b/spacy/pipeline/pipes.pyx @@ -1104,8 +1104,10 @@ class EntityLinker(Pipe): def set_annotations(self, docs, scores, tensors=None): # TODO Sofie: actually implement this class instead of dummy implementation for i, doc in enumerate(docs): - for token in doc: - token.kb_id = 342 + for ent in doc.ents: + if ent.label_ in ["PERSON", "PER"]: + for token in ent: + token.ent_kb_id_ = "Q42" def update(self, docs, golds, state=None, drop=0., sgd=None, losses=None): scores, bp_scores = self.model.begin_update(docs, drop=drop) diff --git a/spacy/structs.pxd b/spacy/structs.pxd index 86b738a5c81..154202c0d49 100644 --- a/spacy/structs.pxd +++ b/spacy/structs.pxd @@ -70,6 +70,5 @@ cdef struct TokenC: int sent_start int ent_iob attr_t ent_type # TODO: Is there a better way to do this? Multiple sources of truth.. + attr_t ent_kb_id hash_t ent_id - - hash_t kb_id diff --git a/spacy/tokens/doc.pyx b/spacy/tokens/doc.pyx index d4d7e5fa444..74443509a0e 100644 --- a/spacy/tokens/doc.pyx +++ b/spacy/tokens/doc.pyx @@ -326,7 +326,7 @@ cdef class Doc: def doc(self): return self - def char_span(self, int start_idx, int end_idx, label=0, vector=None): + def char_span(self, int start_idx, int end_idx, label=0, kb_id=0, vector=None): """Create a `Span` object from the slice `doc.text[start : end]`. doc (Doc): The parent document. @@ -334,6 +334,7 @@ cdef class Doc: end (int): The index of the first character after the span. label (uint64 or string): A label to attach to the Span, e.g. for named entities. + kb_id (uint64 or string): An ID from a KB to capture the meaning of a named entity. vector (ndarray[ndim=1, dtype='float32']): A meaning representation of the span. RETURNS (Span): The newly constructed object. @@ -342,6 +343,8 @@ cdef class Doc: """ if not isinstance(label, int): label = self.vocab.strings.add(label) + if not isinstance(kb_id, int): + kb_id = self.vocab.strings.add(kb_id) cdef int start = token_by_start(self.c, self.length, start_idx) if start == -1: return None @@ -350,7 +353,7 @@ cdef class Doc: return None # Currently we have the token index, we want the range-end index end += 1 - cdef Span span = Span(self, start, end, label=label, vector=vector) + cdef Span span = Span(self, start, end, label=label, kb_id=kb_id, vector=vector) return span def similarity(self, other): @@ -484,6 +487,7 @@ cdef class Doc: cdef const TokenC* token cdef int start = -1 cdef attr_t label = 0 + cdef attr_t kb_id = 0 output = [] for i in range(self.length): token = &self.c[i] @@ -493,16 +497,18 @@ cdef class Doc: raise ValueError(Errors.E093.format(seq=" ".join(seq))) elif token.ent_iob == 2 or token.ent_iob == 0: if start != -1: - output.append(Span(self, start, i, label=label)) + output.append(Span(self, start, i, label=label, kb_id=kb_id)) start = -1 label = 0 + kb_id = 0 elif token.ent_iob == 3: if start != -1: - output.append(Span(self, start, i, label=label)) + output.append(Span(self, start, i, label=label, kb_id=kb_id)) start = i label = token.ent_type + kb_id = token.ent_kb_id if start != -1: - output.append(Span(self, start, self.length, label=label)) + output.append(Span(self, start, self.length, label=label, kb_id=kb_id)) return tuple(output) def __set__(self, ents): diff --git a/spacy/tokens/span.pxd b/spacy/tokens/span.pxd index 9645189a519..f6f88a23e6c 100644 --- a/spacy/tokens/span.pxd +++ b/spacy/tokens/span.pxd @@ -11,6 +11,7 @@ cdef class Span: cdef readonly int start_char cdef readonly int end_char cdef readonly attr_t label + cdef readonly attr_t kb_id cdef public _vector cdef public _vector_norm diff --git a/spacy/tokens/span.pyx b/spacy/tokens/span.pyx index e62caed4018..9339d553342 100644 --- a/spacy/tokens/span.pyx +++ b/spacy/tokens/span.pyx @@ -85,13 +85,14 @@ cdef class Span: return Underscore.span_extensions.pop(name) def __cinit__(self, Doc doc, int start, int end, label=0, vector=None, - vector_norm=None): + vector_norm=None, kb_id=0): """Create a `Span` object from the slice `doc[start : end]`. doc (Doc): The parent document. start (int): The index of the first token of the span. end (int): The index of the first token after the span. label (uint64): A label to attach to the Span, e.g. for named entities. + kb_id (uint64): An identifier from a Knowledge Base to capture the meaning of a named entity. vector (ndarray[ndim=1, dtype='float32']): A meaning representation of the span. RETURNS (Span): The newly constructed object. @@ -115,6 +116,7 @@ cdef class Span: self.label = label self._vector = vector self._vector_norm = vector_norm + self.kb_id = kb_id def __richcmp__(self, Span other, int op): if other is None: @@ -655,6 +657,13 @@ cdef class Span: label_ = '' raise NotImplementedError(Errors.E129.format(start=self.start, end=self.end, label=label_)) + property kb_id_: + """RETURNS (unicode): The named entity's KB ID.""" + def __get__(self): + return self.doc.vocab.strings[self.kb_id] + def __set__(self, unicode kb_id_): + raise NotImplementedError(TempErrors.T007.format(attr='kb_id_')) + cdef int _count_words_to_root(const TokenC* token, int sent_length) except -1: # Don't allow spaces to be the root, if there are diff --git a/spacy/tokens/token.pyx b/spacy/tokens/token.pyx index da3e709c4b3..5f003bc2739 100644 --- a/spacy/tokens/token.pyx +++ b/spacy/tokens/token.pyx @@ -354,14 +354,6 @@ cdef class Token: def __set__(self, attr_t tag): self.vocab.morphology.assign_tag(self.c, tag) - property kb_id: - """RETURNS (uint64): ID of entity (after Entity Linking).""" - def __get__(self): - return self.c.kb_id - - def __set__(self, attr_t kb_id): - self.vocab.morphology.assign_kb_id(self.c, kb_id) - property dep: """RETURNS (uint64): ID of syntactic dependency label.""" def __get__(self): @@ -777,6 +769,22 @@ cdef class Token: def __set__(self, name): self.c.ent_id = self.vocab.strings.add(name) + property ent_kb_id: + """RETURNS (uint64): Named entity KB ID.""" + def __get__(self): + return self.c.ent_kb_id + + def __set__(self, attr_t ent_kb_id): + self.c.ent_kb_id = ent_kb_id + + property ent_kb_id_: + """RETURNS (unicode): Named entity KB ID.""" + def __get__(self): + return self.vocab.strings[self.c.ent_kb_id] + + def __set__(self, ent_kb_id): + self.c.ent_kb_id = self.vocab.strings.add(ent_kb_id) + @property def whitespace_(self): """RETURNS (unicode): The trailing whitespace character, if present.""" From 7f377378781c0ed9fe975c003f562c2b778acee8 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Fri, 15 Mar 2019 11:17:35 +0100 Subject: [PATCH 31/77] kb snippet, draft by Matt (wip) --- spacy/kb.pxd | 93 ++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 93 insertions(+) create mode 100644 spacy/kb.pxd diff --git a/spacy/kb.pxd b/spacy/kb.pxd new file mode 100644 index 00000000000..939030098c1 --- /dev/null +++ b/spacy/kb.pxd @@ -0,0 +1,93 @@ +"""Knowledge-base for entity or concept linking.""" +from cymem.cymem cimport Pool +from preshed.maps cimport PreshMap +from libcpp.vector cimport vector +from libc.stdint cimport int32_t +from spacy.typedefs cimport attr_t + + +# Internal struct, for storage and disambiguation. This isn't what we return +# to the user as the answer to "here's your entity". It's the minimum number +# of bits we need to keep track of the answers. +cdef struct _EntryC: + + # Allows retrieval of one or more vectors. + # Each element of vector_rows should be an index into a vectors table. + # Every entry should have the same number of vectors, so we can avoid storing + # the number of vectors in each knowledge-base struct + const int32_t* vector_rows + + # Allows retrieval of a struct of non-vector features. We could make this a + # pointer, but we have 32 bits left over in the struct after prob, so we'd + # like this to only be 32 bits. We can also set this to -1, for the common + # case where there are no features. + int32_t feats_row + float prob # log probability of entity, based on corpus frequency + + +cdef class KnowledgeBase: + cdef Pool mem + + # This maps 64bit keys to 64bit values. Here the key would be a hash of + # a unique string name for the entity, and the value would be the position + # of the _EntryC struct in our vector. + # The PreshMap is pretty space efficient, as it uses open addressing. So + # the only overhead is the vacancy rate, which is approximately 30%. + cdef PreshMap _index + + # Each entry takes 128 bits, and again we'll have a 30% or so overhead for + # over allocation. + # In total we end up with (N*128*1.3)+(N*128*1.3) bits for N entries. + # Storing 1m entries would take 41.6mb under this scheme. + cdef vector[_EntryC] _entries + + # This is the part which might take more space: storing various + # categorical features for the entries, and storing vectors for disambiguation + # and possibly usage. + # If each entry gets a 300-dimensional vector, for 1m entries we would need + # 1.2gb. That gets expensive fast. What might be better is to avoid learning + # a unique vector for every entity. We could instead have a compositional + # model, that embeds different features of the entities into vectors. We'll + # still want some per-entity features, like the Wikipedia text or entity + # co-occurrence. Hopefully those vectors can be narrow, e.g. 64 dimensions. + cdef object _vectors_table + + # It's very useful to track categorical features, at least for output, even + # if they're not useful in the model itself. For instance, we should be + # able to track stuff like a person's date of birth or whatever. This can + # easily make the KB bigger, but if this isn't needed by the model, and it's + # optional data, we can let users configure a DB as the backend for this. + cdef object _features_table + + # This should map mention hashes to (entry_id, prob) tuples. The probability + # should be P(entity | mention), which is pretty important to know. + # We can pack both pieces of information into a 64-bit vale, to keep things + # efficient. + cdef object _aliases_table + + def __len__(self): + return self._entries.size() + + def add(self, name, float prob, vectors=None, features=None, aliases=None): + if name in self: + return + cdef attr_t orth = get_string_name(name) + self.c_add(orth, prob, self._vectors_table.get_pointer(vectors), + self._features_table.get(features)) + for alias in aliases: + self._aliases_table.add(alias, orth) + + cdef void c_add(self, attr_t orth, float prob, const int32_t* vector_rows, + int feats_row) nogil: + """Add an entry to the knowledge base.""" + # This is what we'll map the orth to. It's where the entry will sit + # in the vector of entries, so we can get it later. + cdef int64_t index = self.c.size() + self._entries.push_back( + _EntryC( + vector_rows=vector_rows, + feats_row=feats_row, + prob=prob + )) + self._index[orth] = index + return index \ No newline at end of file From 839dafa1043b973be459c529018925904bff363a Mon Sep 17 00:00:00 2001 From: svlandeg Date: Fri, 15 Mar 2019 11:37:24 +0100 Subject: [PATCH 32/77] documented some comments and todos --- spacy/kb.pxd | 17 ++++++++++++----- 1 file changed, 12 insertions(+), 5 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index 939030098c1..1162c078f40 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -22,7 +22,9 @@ cdef struct _EntryC: # like this to only be 32 bits. We can also set this to -1, for the common # case where there are no features. int32_t feats_row - float prob # log probability of entity, based on corpus frequency + + # log probability of entity, based on corpus frequency + float prob cdef class KnowledgeBase: @@ -61,7 +63,7 @@ cdef class KnowledgeBase: # This should map mention hashes to (entry_id, prob) tuples. The probability # should be P(entity | mention), which is pretty important to know. - # We can pack both pieces of information into a 64-bit vale, to keep things + # We can pack both pieces of information into a 64-bit value, to keep things # efficient. cdef object _aliases_table @@ -69,20 +71,25 @@ cdef class KnowledgeBase: return self._entries.size() def add(self, name, float prob, vectors=None, features=None, aliases=None): + # TODO: more friendly check for non-unique name if name in self: return + + # TODO: convert name to hash cdef attr_t orth = get_string_name(name) self.c_add(orth, prob, self._vectors_table.get_pointer(vectors), self._features_table.get(features)) - for alias in aliases: - self._aliases_table.add(alias, orth) + + # TODO: hash the aliases? + for alias, prob_alias in aliases: + self._aliases_table.add(alias, orth, prob_alias) cdef void c_add(self, attr_t orth, float prob, const int32_t* vector_rows, int feats_row) nogil: """Add an entry to the knowledge base.""" # This is what we'll map the orth to. It's where the entry will sit # in the vector of entries, so we can get it later. - cdef int64_t index = self.c.size() + cdef int64_t index = self._entries.size() self._entries.push_back( _EntryC( vector_rows=vector_rows, From feb71e15fd1d3c4dd539d297b5892b75d9d0f488 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Fri, 15 Mar 2019 15:00:53 +0100 Subject: [PATCH 33/77] hash the entity name --- spacy/kb.pxd | 18 +++++++++--------- spacy/tokens/span.pyx | 2 ++ 2 files changed, 11 insertions(+), 9 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index 1162c078f40..e715cad887a 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -2,8 +2,9 @@ from cymem.cymem cimport Pool from preshed.maps cimport PreshMap from libcpp.vector cimport vector -from libc.stdint cimport int32_t -from spacy.typedefs cimport attr_t +from libc.stdint cimport int32_t, int64_t +from .typedefs cimport attr_t, hash_t +from .strings cimport hash_string # Internal struct, for storage and disambiguation. This isn't what we return @@ -70,21 +71,20 @@ cdef class KnowledgeBase: def __len__(self): return self._entries.size() - def add(self, name, float prob, vectors=None, features=None, aliases=None): + def add_entity(self, name, float prob, vectors=None, features=None, aliases=None): # TODO: more friendly check for non-unique name if name in self: return - # TODO: convert name to hash - cdef attr_t orth = get_string_name(name) - self.c_add(orth, prob, self._vectors_table.get_pointer(vectors), + cdef hash_t key = hash_string(name) + self.c_add_entity(key, prob, self._vectors_table.get_pointer(vectors), self._features_table.get(features)) # TODO: hash the aliases? for alias, prob_alias in aliases: - self._aliases_table.add(alias, orth, prob_alias) + self._aliases_table.add(alias, key, prob_alias) - cdef void c_add(self, attr_t orth, float prob, const int32_t* vector_rows, + cdef void c_add_entity(self, hash_t key, float prob, const int32_t* vector_rows, int feats_row) nogil: """Add an entry to the knowledge base.""" # This is what we'll map the orth to. It's where the entry will sit @@ -96,5 +96,5 @@ cdef class KnowledgeBase: feats_row=feats_row, prob=prob )) - self._index[orth] = index + self._index[key] = index return index \ No newline at end of file diff --git a/spacy/tokens/span.pyx b/spacy/tokens/span.pyx index 9339d553342..70e2bbfd576 100644 --- a/spacy/tokens/span.pyx +++ b/spacy/tokens/span.pyx @@ -661,6 +661,8 @@ cdef class Span: """RETURNS (unicode): The named entity's KB ID.""" def __get__(self): return self.doc.vocab.strings[self.kb_id] + + # TODO: custom error msg like for label_ def __set__(self, unicode kb_id_): raise NotImplementedError(TempErrors.T007.format(attr='kb_id_')) From 27483f90801122686ab4b7cb1dfe2d8affa6b182 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Fri, 15 Mar 2019 16:05:23 +0100 Subject: [PATCH 34/77] add pyx and separate method to add aliases --- spacy/kb.pxd | 21 ++------------------- spacy/kb.pyx | 27 +++++++++++++++++++++++++++ 2 files changed, 29 insertions(+), 19 deletions(-) create mode 100644 spacy/kb.pyx diff --git a/spacy/kb.pxd b/spacy/kb.pxd index e715cad887a..9d9a21a8c45 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -3,8 +3,7 @@ from cymem.cymem cimport Pool from preshed.maps cimport PreshMap from libcpp.vector cimport vector from libc.stdint cimport int32_t, int64_t -from .typedefs cimport attr_t, hash_t -from .strings cimport hash_string +from .typedefs cimport hash_t # Internal struct, for storage and disambiguation. This isn't what we return @@ -68,26 +67,10 @@ cdef class KnowledgeBase: # efficient. cdef object _aliases_table - def __len__(self): - return self._entries.size() - - def add_entity(self, name, float prob, vectors=None, features=None, aliases=None): - # TODO: more friendly check for non-unique name - if name in self: - return - - cdef hash_t key = hash_string(name) - self.c_add_entity(key, prob, self._vectors_table.get_pointer(vectors), - self._features_table.get(features)) - - # TODO: hash the aliases? - for alias, prob_alias in aliases: - self._aliases_table.add(alias, key, prob_alias) - cdef void c_add_entity(self, hash_t key, float prob, const int32_t* vector_rows, int feats_row) nogil: """Add an entry to the knowledge base.""" - # This is what we'll map the orth to. It's where the entry will sit + # This is what we'll map the hash key to. It's where the entry will sit # in the vector of entries, so we can get it later. cdef int64_t index = self._entries.size() self._entries.push_back( diff --git a/spacy/kb.pyx b/spacy/kb.pyx new file mode 100644 index 00000000000..ce76f2fc470 --- /dev/null +++ b/spacy/kb.pyx @@ -0,0 +1,27 @@ +from .strings cimport hash_string + + +cdef class KnowledgeBase: + def __len__(self): + return self._entries.size() + + def add_entity(self, name, float prob, vectors=None, features=None, aliases=None): + # TODO: more friendly check for non-unique name + if name in self: + return + + cdef hash_t name_hash = hash_string(name) + self.c_add_entity(name_hash, prob, self._vectors_table.get_pointer(vectors), + self._features_table.get(features)) + + def add_alias(self, 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) + + # TODO: check len(entities) == len(probabilities) + for entity, prob in zip(entities, probabilities): + cdef hash_t entity_hash = hash_string(entity) + cdef int64_t entity_index = self._index[entity_hash] + # TODO: check that entity is already in this KB (entity_index is OK) + self._aliases_table.add(alias_hash, entity_index, prob) + From f77b99c1033178b36f56413439c7fd3e36549426 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Mon, 18 Mar 2019 10:31:01 +0100 Subject: [PATCH 35/77] fix compile errors --- spacy/kb.pxd | 4 ++-- spacy/kb.pyx | 12 ++++++++---- 2 files changed, 10 insertions(+), 6 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index 9d9a21a8c45..3ba9c8bba4e 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -67,8 +67,8 @@ cdef class KnowledgeBase: # efficient. cdef object _aliases_table - cdef void c_add_entity(self, hash_t key, float prob, const int32_t* vector_rows, - int feats_row) nogil: + cdef inline int64_t c_add_entity(self, hash_t key, float prob, const int32_t* vector_rows, + int feats_row): """Add an entry to the knowledge base.""" # This is what we'll map the hash key to. It's where the entry will sit # in the vector of entries, so we can get it later. diff --git a/spacy/kb.pyx b/spacy/kb.pyx index ce76f2fc470..46acc296780 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -11,17 +11,21 @@ cdef class KnowledgeBase: return cdef hash_t name_hash = hash_string(name) - self.c_add_entity(name_hash, prob, self._vectors_table.get_pointer(vectors), - self._features_table.get(features)) + cdef int32_t dummy_value = 342 + self.c_add_entity(name_hash, prob, &dummy_value, dummy_value) + # TODO self._vectors_table.get_pointer(vectors), + # self._features_table.get(features)) def add_alias(self, 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 # TODO: check len(entities) == len(probabilities) for entity, prob in zip(entities, probabilities): - cdef hash_t entity_hash = hash_string(entity) - cdef int64_t entity_index = self._index[entity_hash] + entity_hash = hash_string(entity) + entity_index = self._index[entity_hash] # TODO: check that entity is already in this KB (entity_index is OK) self._aliases_table.add(alias_hash, entity_index, prob) From af281c5466dd3b27bcaf111a17acebfc37f12279 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Mon, 18 Mar 2019 12:38:40 +0100 Subject: [PATCH 36/77] adding aliases per entity in the KB --- spacy/kb.pxd | 53 +++++++++++++++++++++++++++++++++++++++------------- spacy/kb.pyx | 23 +++++++++++++---------- 2 files changed, 53 insertions(+), 23 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index 3ba9c8bba4e..92a0c8b9592 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -27,15 +27,25 @@ cdef struct _EntryC: float prob +# Each alias struct stores a list of Entry pointers with their prior probabilities +# for this specific mention/alias. +cdef struct _AliasC: + + # All entry candidates for this alias + const vector[int64_t] entry_indices + + # Prior probability P(entity|alias) - should sum up to (at most) 1. + const vector[float] probs + + cdef class KnowledgeBase: cdef Pool mem - # This maps 64bit keys to 64bit values. Here the key would be a hash of - # a unique string name for the entity, and the value would be the position - # of the _EntryC struct in our vector. + # This maps 64bit keys (hash of unique entity string) + # to 64bit values (position of the _EntryC struct in the _entries vector). # The PreshMap is pretty space efficient, as it uses open addressing. So # the only overhead is the vacancy rate, which is approximately 30%. - cdef PreshMap _index + cdef PreshMap _entry_index # Each entry takes 128 bits, and again we'll have a 30% or so overhead for # over allocation. @@ -43,6 +53,16 @@ cdef class KnowledgeBase: # Storing 1m entries would take 41.6mb under this scheme. cdef vector[_EntryC] _entries + # This maps 64bit keys (hash of unique alias string) + # to 64bit values (position of the _AliasC struct in the _aliases_table vector). + cdef PreshMap _alias_index + + # This should map mention hashes to (entry_id, prob) tuples. The probability + # should be P(entity | mention), which is pretty important to know. + # We can pack both pieces of information into a 64-bit value, to keep things + # efficient. + cdef vector[_AliasC] _aliases_table + # This is the part which might take more space: storing various # categorical features for the entries, and storing vectors for disambiguation # and possibly usage. @@ -61,23 +81,30 @@ cdef class KnowledgeBase: # optional data, we can let users configure a DB as the backend for this. cdef object _features_table - # This should map mention hashes to (entry_id, prob) tuples. The probability - # should be P(entity | mention), which is pretty important to know. - # We can pack both pieces of information into a 64-bit value, to keep things - # efficient. - cdef object _aliases_table - cdef inline int64_t c_add_entity(self, hash_t key, float prob, const int32_t* vector_rows, + cdef inline int64_t c_add_entity(self, hash_t entity_key, float prob, const int32_t* vector_rows, int feats_row): """Add an entry to the knowledge base.""" # This is what we'll map the hash key to. It's where the entry will sit # in the vector of entries, so we can get it later. - cdef int64_t index = self._entries.size() + cdef int64_t entity_index = self._entries.size() self._entries.push_back( _EntryC( vector_rows=vector_rows, feats_row=feats_row, prob=prob )) - self._index[key] = index - return index \ No newline at end of file + self._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): + """Connect a mention to a list of potential entities with their prior probabilities .""" + cdef int64_t alias_index = self._aliases_table.size() + + self._aliases_table.push_back( + _AliasC( + entry_indices=entry_indices, + probs=probs + )) + self._alias_index[alias_key] = alias_index + return alias_index \ No newline at end of file diff --git a/spacy/kb.pyx b/spacy/kb.pyx index 46acc296780..0f6a7aecc1c 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -5,16 +5,16 @@ cdef class KnowledgeBase: def __len__(self): return self._entries.size() - def add_entity(self, name, float prob, vectors=None, features=None, aliases=None): + def add_entity(self, entity_id: str, float prob, vectors=None, features=None): # TODO: more friendly check for non-unique name - if name in self: + if entity_id in self: return - cdef hash_t name_hash = hash_string(name) + cdef hash_t id_hash = hash_string(entity_id) cdef int32_t dummy_value = 342 - self.c_add_entity(name_hash, prob, &dummy_value, dummy_value) + 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)) + # self._features_table.get(features)) def add_alias(self, alias, entities, probabilities): """For a given alias, add its potential entities and prior probabilies to the KB.""" @@ -22,10 +22,13 @@ cdef class KnowledgeBase: 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) - for entity, prob in zip(entities, probabilities): - entity_hash = hash_string(entity) - entity_index = self._index[entity_hash] - # TODO: check that entity is already in this KB (entity_index is OK) - self._aliases_table.add(alias_hash, entity_index, prob) + From cf341132504a0edd157f65390a1a33400d9e8337 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Mon, 18 Mar 2019 17:27:51 +0100 Subject: [PATCH 37/77] very minimal KB functionality working --- setup.py | 1 + spacy/kb.pxd | 17 ++++++++--- spacy/kb.pyx | 30 ++++++++++++------- .../sandbox_test_sofie}/__init__.py | 0 .../sandbox_test_sofie}/testing_el.py | 15 +++++++++- 5 files changed, 47 insertions(+), 16 deletions(-) rename {sandbox_test_sofie => spacy/sandbox_test_sofie}/__init__.py (100%) rename {sandbox_test_sofie => spacy/sandbox_test_sofie}/testing_el.py (67%) diff --git a/setup.py b/setup.py index 6f29e1efa04..d579fd20ecd 100755 --- a/setup.py +++ b/setup.py @@ -40,6 +40,7 @@ def is_new_osx(): "spacy.lexeme", "spacy.vocab", "spacy.attrs", + "spacy.kb", "spacy.morphology", "spacy.pipeline.pipes", "spacy.syntax.stateclass", diff --git a/spacy/kb.pxd b/spacy/kb.pxd index 92a0c8b9592..43f3e83e855 100644 --- a/spacy/kb.pxd +++ b/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, diff --git a/spacy/kb.pyx b/spacy/kb.pyx index 0f6a7aecc1c..d2b8fffe104 100644 --- a/spacy/kb.pyx +++ b/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) + + diff --git a/sandbox_test_sofie/__init__.py b/spacy/sandbox_test_sofie/__init__.py similarity index 100% rename from sandbox_test_sofie/__init__.py rename to spacy/sandbox_test_sofie/__init__.py diff --git a/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py similarity index 67% rename from sandbox_test_sofie/testing_el.py rename to spacy/sandbox_test_sofie/testing_el.py index 7883e44d47f..840d890b58f 100644 --- a/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -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() From 151b855cc8ecc6c71e081d4d5276af1caa5317dc Mon Sep 17 00:00:00 2001 From: svlandeg Date: Mon, 18 Mar 2019 17:50:01 +0100 Subject: [PATCH 38/77] adding and retrieving aliases --- spacy/kb.pxd | 8 +++++++- spacy/kb.pyx | 5 ++++- spacy/sandbox_test_sofie/testing_el.py | 20 +++++++++++++++++--- 3 files changed, 28 insertions(+), 5 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index 43f3e83e855..7ee7f38be81 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -116,4 +116,10 @@ cdef class KnowledgeBase: probs=probs )) self._alias_index[alias_key] = alias_index - return alias_index \ No newline at end of file + return alias_index + + cdef inline c_get_candidates(self, hash_t alias_key): + cdef int64_t alias_index = self._alias_index[alias_key] + cdef _AliasC candidates = self._aliases_table[alias_index] + print("candidates", candidates) + diff --git a/spacy/kb.pyx b/spacy/kb.pyx index d2b8fffe104..f420e0b73e0 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -38,5 +38,8 @@ cdef class KnowledgeBase: self.c_add_aliases(alias_key=alias_hash, entities=entities, probabilities=probabilities) - + def get_candidates(self, unicode alias): + cdef hash_t alias_hash = hash_string(alias) + cdef _AliasC candidates = self.c_get_candidates(alias_key=alias_hash) + return candidates diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py index 840d890b58f..9a5ab638d3c 100644 --- a/spacy/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -6,12 +6,26 @@ 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) + # adding entities + entity_42 = "Q42" # douglas adams + mykb.add_entity(entity_id=entity_42, prob=0.5) + print("adding entity", entity_42) + entity_5301561 = "Q5301561" + mykb.add_entity(entity_id=entity_5301561, prob=0.5) + print("adding entity", entity_5301561) + + print("kb size", len(mykb)) + + # adding aliases + alias = "douglas" + print("adding alias", alias) + mykb.add_alias(alias=alias, entities=["Q42", "Q5301561"], probabilities=[0.8, 0.2]) print("kb size", len(mykb)) + print("aliases for", alias) + mykb.get_candidates(alias) + def add_el(): nlp = spacy.load('en_core_web_sm') From c4ba942765643d2d5be02689b92f3c0be70d7384 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Tue, 19 Mar 2019 15:51:56 +0100 Subject: [PATCH 39/77] get candidates by alias --- spacy/kb.pxd | 4 ---- spacy/kb.pyx | 11 ++++++++--- spacy/sandbox_test_sofie/testing_el.py | 18 ++++++++++-------- 3 files changed, 18 insertions(+), 15 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index 7ee7f38be81..d96502f4166 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -118,8 +118,4 @@ cdef class KnowledgeBase: self._alias_index[alias_key] = alias_index return alias_index - cdef inline c_get_candidates(self, hash_t alias_key): - cdef int64_t alias_index = self._alias_index[alias_key] - cdef _AliasC candidates = self._aliases_table[alias_index] - print("candidates", candidates) diff --git a/spacy/kb.pyx b/spacy/kb.pyx index f420e0b73e0..b4369d59bf4 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -10,10 +10,15 @@ cdef class KnowledgeBase: self._alias_index = PreshMap() self.mem = Pool() - 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 = hash_string(entity_id) @@ -40,6 +45,6 @@ cdef class KnowledgeBase: def get_candidates(self, unicode alias): cdef hash_t alias_hash = hash_string(alias) - cdef _AliasC candidates = self.c_get_candidates(alias_key=alias_hash) - return candidates + alias_index = self._alias_index.get(alias_hash) + return self._aliases_table[alias_index] diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py index 9a5ab638d3c..b6255f9f951 100644 --- a/spacy/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -4,27 +4,29 @@ def create_kb(): mykb = KnowledgeBase() - print("kb size", len(mykb)) + print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) # adding entities entity_42 = "Q42" # douglas adams mykb.add_entity(entity_id=entity_42, prob=0.5) - print("adding entity", entity_42) + print(" adding entity", entity_42) entity_5301561 = "Q5301561" mykb.add_entity(entity_id=entity_5301561, prob=0.5) - print("adding entity", entity_5301561) + print(" adding entity", entity_5301561) - print("kb size", len(mykb)) + print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) # adding aliases alias = "douglas" - print("adding alias", alias) + print(" adding alias", alias) mykb.add_alias(alias=alias, entities=["Q42", "Q5301561"], probabilities=[0.8, 0.2]) - print("kb size", len(mykb)) - print("aliases for", alias) - mykb.get_candidates(alias) + print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) + + print("candidates for", alias) + candidates = mykb.get_candidates(alias) + print(" ", candidates) def add_el(): From 51560bf0edff4ae6f37c80401cfb2c738a4c9e3a Mon Sep 17 00:00:00 2001 From: svlandeg Date: Tue, 19 Mar 2019 16:15:38 +0100 Subject: [PATCH 40/77] bugfix adding aliases --- spacy/kb.pxd | 10 +--------- spacy/kb.pyx | 12 +++++++++++- 2 files changed, 12 insertions(+), 10 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index d96502f4166..9f0a5e68d60 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -98,18 +98,10 @@ cdef class KnowledgeBase: self._entry_index[entity_key] = entity_index return entity_index - cdef inline int64_t c_add_aliases(self, hash_t alias_key, entities, probabilities): + cdef inline int64_t c_add_aliases(self, hash_t alias_key, vector[int64_t] entry_indices, vector[float] probs): """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, diff --git a/spacy/kb.pyx b/spacy/kb.pyx index b4369d59bf4..854feb06987 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -35,13 +35,23 @@ cdef class KnowledgeBase: 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 + + cdef vector[int64_t] entry_indices + cdef vector[float] probs + + for entity, prob in zip(entities, probabilities): + entity_hash = hash_string(entity) + entry_index = self._entry_index.get(entity_hash) + entry_indices.push_back(int(entry_index)) + probs.push_back(float(prob)) # 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) + 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 = hash_string(alias) From 8843f9279c1a34ab1ff27067ee507b71e8fc767b Mon Sep 17 00:00:00 2001 From: svlandeg Date: Tue, 19 Mar 2019 16:43:23 +0100 Subject: [PATCH 41/77] use StringStore --- spacy/kb.pxd | 4 +++- spacy/kb.pyx | 12 +++++------- 2 files changed, 8 insertions(+), 8 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index 9f0a5e68d60..f4f60d4789c 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -3,8 +3,9 @@ from cymem.cymem cimport Pool from preshed.maps cimport PreshMap from libcpp.vector cimport vector from libc.stdint cimport int32_t, int64_t + +from spacy.strings cimport StringStore from .typedefs cimport hash_t -from .strings cimport hash_string # Internal struct, for storage and disambiguation. This isn't what we return @@ -41,6 +42,7 @@ cdef struct _AliasC: cdef class KnowledgeBase: cdef Pool mem + cpdef readonly StringStore strings # This maps 64bit keys (hash of unique entity string) # to 64bit values (position of the _EntryC struct in the _entries vector). diff --git a/spacy/kb.pyx b/spacy/kb.pyx index 854feb06987..969b43f6d6c 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -1,7 +1,5 @@ # cython: profile=True # coding: utf8 -from preshed.maps import PreshMap - cdef class KnowledgeBase: @@ -9,6 +7,7 @@ cdef class KnowledgeBase: self._entry_index = PreshMap() self._alias_index = PreshMap() self.mem = Pool() + self.strings = StringStore() def __len__(self): return self.get_size_entities() @@ -20,13 +19,12 @@ cdef class KnowledgeBase: return self._aliases_table.size() def add_entity(self, unicode entity_id, float prob, vectors=None, features=None): - cdef hash_t id_hash = hash_string(entity_id) + cdef hash_t id_hash = self.strings.add(entity_id) # TODO: more friendly check for non-unique name if id_hash in self._entry_index: 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), @@ -34,14 +32,14 @@ cdef class KnowledgeBase: 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 alias_hash = self.strings.add(alias) cdef hash_t entity_hash cdef vector[int64_t] entry_indices cdef vector[float] probs for entity, prob in zip(entities, probabilities): - entity_hash = hash_string(entity) + entity_hash = self.strings.add(entity) entry_index = self._entry_index.get(entity_hash) entry_indices.push_back(int(entry_index)) probs.push_back(float(prob)) @@ -54,7 +52,7 @@ cdef class KnowledgeBase: 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 = hash_string(alias) + cdef hash_t alias_hash = self.strings.add(alias) alias_index = self._alias_index.get(alias_hash) return self._aliases_table[alias_index] From 20a7b7b1c0b20f9a5c46109514e4aa084b5d9036 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Tue, 19 Mar 2019 17:39:35 +0100 Subject: [PATCH 42/77] raising error when adding alias for unknown entity + unit test --- spacy/kb.pyx | 6 ++++-- spacy/sandbox_test_sofie/testing_el.py | 6 +++++- spacy/tests/pipeline/test_el.py | 29 ++++++++++++++++++++++++++ 3 files changed, 38 insertions(+), 3 deletions(-) create mode 100644 spacy/tests/pipeline/test_el.py diff --git a/spacy/kb.pyx b/spacy/kb.pyx index 969b43f6d6c..ea23e53736c 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -39,13 +39,15 @@ cdef class KnowledgeBase: cdef vector[float] probs for entity, prob in zip(entities, probabilities): - entity_hash = self.strings.add(entity) + 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 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) diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py index b6255f9f951..b5b529d4b64 100644 --- a/spacy/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -7,6 +7,10 @@ def create_kb(): print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) # adding entities + entity_0 = "Q0" # douglas adams + mykb.add_entity(entity_id=entity_0, prob=0.5) + print(" adding entity", entity_0) + entity_42 = "Q42" # douglas adams mykb.add_entity(entity_id=entity_42, prob=0.5) print(" adding entity", entity_42) @@ -18,7 +22,7 @@ def create_kb(): print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) # adding aliases - alias = "douglas" + alias = "douglassss" print(" adding alias", alias) mykb.add_alias(alias=alias, entities=["Q42", "Q5301561"], probabilities=[0.8, 0.2]) diff --git a/spacy/tests/pipeline/test_el.py b/spacy/tests/pipeline/test_el.py new file mode 100644 index 00000000000..ed88076ce2c --- /dev/null +++ b/spacy/tests/pipeline/test_el.py @@ -0,0 +1,29 @@ +import pytest + +from spacy.kb import KnowledgeBase + + +def test_kb_valid_entities(): + mykb = KnowledgeBase() + + # adding entities + mykb.add_entity(entity_id="Q1", prob=0.5) + mykb.add_entity(entity_id="Q2", prob=0.5) + mykb.add_entity(entity_id="Q3", prob=0.5) + + # adding aliases + mykb.add_alias(alias="douglassss", entities=["Q2", "Q3"], probabilities=[0.8, 0.2]) + + +def test_kb_invalid_entities(): + mykb = KnowledgeBase() + + # adding entities + mykb.add_entity(entity_id="Q1", prob=0.5) + mykb.add_entity(entity_id="Q2", prob=0.5) + mykb.add_entity(entity_id="Q3", prob=0.5) + + # adding aliases - should fail because one of the given IDs is not valid + with pytest.raises(ValueError): + mykb.add_alias(alias="douglassss", entities=["Q2", "Q342"], probabilities=[0.8, 0.2]) + From b55baaa1dc735abb40b00423e90c7da8d5757a07 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Tue, 19 Mar 2019 21:35:24 +0100 Subject: [PATCH 43/77] avoid value 0 in preshmap and helpful user warnings --- spacy/kb.pxd | 19 +++++++++++++++++++ spacy/kb.pyx | 13 +++++++++++-- spacy/sandbox_test_sofie/testing_el.py | 18 ++++++++++++++++-- 3 files changed, 46 insertions(+), 4 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index f4f60d4789c..d0f31ebb402 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -112,4 +112,23 @@ cdef class KnowledgeBase: self._alias_index[alias_key] = alias_index return alias_index + cdef inline create_empty_vectors(self): + """ + Making sure the first element of each vector is a dummy, + because the PreshMap maps pointing to indices in these vectors can not contain 0 as value + cf. https://github.com/explosion/preshed/issues/17 + """ + cdef int32_t dummy_value = 0 + self._entries.push_back( + _EntryC( + vector_rows=&dummy_value, + feats_row=dummy_value, + prob=dummy_value + )) + self._aliases_table.push_back( + _AliasC( + entry_indices=[dummy_value], + probs=[dummy_value] + )) + diff --git a/spacy/kb.pyx b/spacy/kb.pyx index ea23e53736c..f67519260aa 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -1,5 +1,6 @@ # cython: profile=True # coding: utf8 +from spacy.errors import user_warning cdef class KnowledgeBase: @@ -8,6 +9,7 @@ cdef class KnowledgeBase: self._alias_index = PreshMap() self.mem = Pool() self.strings = StringStore() + self.create_empty_vectors() def __len__(self): return self.get_size_entities() @@ -21,8 +23,9 @@ cdef class KnowledgeBase: def add_entity(self, unicode entity_id, float prob, vectors=None, features=None): cdef hash_t id_hash = self.strings.add(entity_id) - # TODO: more friendly check for non-unique name + # 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 @@ -33,6 +36,12 @@ cdef class KnowledgeBase: 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 @@ -47,12 +56,12 @@ cdef class KnowledgeBase: entry_indices.push_back(int(entry_index)) probs.push_back(float(prob)) - # TODO: check that alias hadn't been defined before # 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) diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py index b5b529d4b64..734eddd8dee 100644 --- a/spacy/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -1,23 +1,28 @@ +# coding: utf-8 import spacy from spacy.kb import KnowledgeBase def create_kb(): mykb = KnowledgeBase() + print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) # adding entities entity_0 = "Q0" # douglas adams - mykb.add_entity(entity_id=entity_0, prob=0.5) print(" adding entity", entity_0) + mykb.add_entity(entity_id=entity_0, prob=0.5) entity_42 = "Q42" # douglas adams - mykb.add_entity(entity_id=entity_42, prob=0.5) print(" adding entity", entity_42) + mykb.add_entity(entity_id=entity_42, prob=0.5) entity_5301561 = "Q5301561" + print(" adding entity", entity_5301561) mykb.add_entity(entity_id=entity_5301561, prob=0.5) + print(" adding entity", entity_5301561) + mykb.add_entity(entity_id=entity_5301561, prob=0.5) print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) @@ -32,6 +37,15 @@ def create_kb(): candidates = mykb.get_candidates(alias) print(" ", candidates) + print(" adding alias", alias) + mykb.add_alias(alias=alias, entities=["Q42"], probabilities=[0.9]) + + print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) + + print("candidates for", alias) + candidates = mykb.get_candidates(alias) + print(" ", candidates) + def add_el(): nlp = spacy.load('en_core_web_sm') From 33f8a0fe2e45a6d6c6b8f04b08b2789847cbe74f Mon Sep 17 00:00:00 2001 From: svlandeg Date: Tue, 19 Mar 2019 21:43:48 +0100 Subject: [PATCH 44/77] check and unit test in case prior probs exceed 1 --- spacy/kb.pyx | 7 +++++++ spacy/sandbox_test_sofie/testing_el.py | 6 ++++++ spacy/tests/pipeline/test_el.py | 25 +++++++++++++++++++++---- 3 files changed, 34 insertions(+), 4 deletions(-) diff --git a/spacy/kb.pyx b/spacy/kb.pyx index f67519260aa..2b38202f3ac 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -35,6 +35,13 @@ cdef class KnowledgeBase: def add_alias(self, unicode alias, entities, probabilities): """For a given alias, add its potential entities and prior probabilies to the KB.""" + + # Throw an error if the probabilities sum up to more than 1 + prob_sum = sum(probabilities) + if prob_sum > 1: + raise ValueError("The sum of prior probabilities for alias '" + alias + "' should not exceed 1, " + "but found " + str(prob_sum)) + cdef hash_t alias_hash = self.strings.add(alias) # Return if this alias was added before diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py index 734eddd8dee..71fecb7e679 100644 --- a/spacy/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -42,6 +42,12 @@ def create_kb(): print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) + alias2 = "johny" + print(" adding alias2", alias2) + mykb.add_alias(alias=alias2, entities=["Q0", "Q42"], probabilities=[0.3, 1.1]) + + print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) + print("candidates for", alias) candidates = mykb.get_candidates(alias) print(" ", candidates) diff --git a/spacy/tests/pipeline/test_el.py b/spacy/tests/pipeline/test_el.py index ed88076ce2c..f9533ef828a 100644 --- a/spacy/tests/pipeline/test_el.py +++ b/spacy/tests/pipeline/test_el.py @@ -1,14 +1,16 @@ +# coding: utf-8 import pytest from spacy.kb import KnowledgeBase def test_kb_valid_entities(): + """Test the valid construction of a KB with 3 entities and one alias""" mykb = KnowledgeBase() # adding entities - mykb.add_entity(entity_id="Q1", prob=0.5) - mykb.add_entity(entity_id="Q2", prob=0.5) + mykb.add_entity(entity_id="Q1", prob=0.9) + mykb.add_entity(entity_id="Q2", prob=0.2) mykb.add_entity(entity_id="Q3", prob=0.5) # adding aliases @@ -16,14 +18,29 @@ def test_kb_valid_entities(): def test_kb_invalid_entities(): + """Test the invalid construction of a KB with an alias linked to a non-existing entity""" mykb = KnowledgeBase() # adding entities - mykb.add_entity(entity_id="Q1", prob=0.5) - mykb.add_entity(entity_id="Q2", prob=0.5) + mykb.add_entity(entity_id="Q1", prob=0.9) + mykb.add_entity(entity_id="Q2", prob=0.2) mykb.add_entity(entity_id="Q3", prob=0.5) # adding aliases - should fail because one of the given IDs is not valid with pytest.raises(ValueError): mykb.add_alias(alias="douglassss", entities=["Q2", "Q342"], probabilities=[0.8, 0.2]) + +def test_kb_invalid_probabilities(): + """Test the invalid construction of a KB with wrong prior probabilities""" + mykb = KnowledgeBase() + + # adding entities + mykb.add_entity(entity_id="Q1", prob=0.9) + mykb.add_entity(entity_id="Q2", prob=0.2) + mykb.add_entity(entity_id="Q3", prob=0.5) + + # adding aliases - should fail because the sum of the probabilities exceeds 1 + with pytest.raises(ValueError): + mykb.add_alias(alias="douglassss", entities=["Q2", "Q3"], probabilities=[0.8, 0.4]) + From d133ffaff9841db9e2b8db33e6dda6f17ac116e7 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Tue, 19 Mar 2019 21:50:32 +0100 Subject: [PATCH 45/77] correct size, not counting dummy elements in the vector --- spacy/kb.pyx | 4 +-- spacy/sandbox_test_sofie/testing_el.py | 34 +++++++++++--------------- spacy/tests/pipeline/test_el.py | 9 +++++-- 3 files changed, 23 insertions(+), 24 deletions(-) diff --git a/spacy/kb.pyx b/spacy/kb.pyx index 2b38202f3ac..bc7cddf11e5 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -15,10 +15,10 @@ cdef class KnowledgeBase: return self.get_size_entities() def get_size_entities(self): - return self._entries.size() + return self._entries.size() - 1 # not counting dummy element on index 0 def get_size_aliases(self): - return self._aliases_table.size() + return self._aliases_table.size() - 1 # not counting dummy element on index 0 def add_entity(self, unicode entity_id, float prob, vectors=None, features=None): cdef hash_t id_hash = self.strings.add(entity_id) diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py index 71fecb7e679..76151f27eb7 100644 --- a/spacy/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -21,35 +21,29 @@ def create_kb(): print(" adding entity", entity_5301561) mykb.add_entity(entity_id=entity_5301561, prob=0.5) - print(" adding entity", entity_5301561) - mykb.add_entity(entity_id=entity_5301561, prob=0.5) - print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) # adding aliases - alias = "douglassss" - print(" adding alias", alias) - mykb.add_alias(alias=alias, entities=["Q42", "Q5301561"], probabilities=[0.8, 0.2]) + alias1 = "douglassss" + print(" adding alias", alias1) + mykb.add_alias(alias=alias1, entities=["Q42", "Q5301561"], probabilities=[0.8, 0.2]) - print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) - - print("candidates for", alias) - candidates = mykb.get_candidates(alias) - print(" ", candidates) + alias2 = "johny" + print(" adding alias", alias2) + mykb.add_alias(alias=alias2, entities=["Q0", "Q42", "Q5301561"], probabilities=[0.3, 0.1, 0.4]) - print(" adding alias", alias) - mykb.add_alias(alias=alias, entities=["Q42"], probabilities=[0.9]) + alias3 = "adam" + print(" adding alias", alias3) + mykb.add_alias(alias=alias3, entities=["Q42"], probabilities=[1.0]) print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) - alias2 = "johny" - print(" adding alias2", alias2) - mykb.add_alias(alias=alias2, entities=["Q0", "Q42"], probabilities=[0.3, 1.1]) - - print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) + print("candidates for", alias1) + candidates = mykb.get_candidates(alias1) + print(" ", candidates) - print("candidates for", alias) - candidates = mykb.get_candidates(alias) + print("candidates for", alias3) + candidates = mykb.get_candidates(alias3) print(" ", candidates) diff --git a/spacy/tests/pipeline/test_el.py b/spacy/tests/pipeline/test_el.py index f9533ef828a..cd71bcb4816 100644 --- a/spacy/tests/pipeline/test_el.py +++ b/spacy/tests/pipeline/test_el.py @@ -14,7 +14,12 @@ def test_kb_valid_entities(): mykb.add_entity(entity_id="Q3", prob=0.5) # adding aliases - mykb.add_alias(alias="douglassss", entities=["Q2", "Q3"], probabilities=[0.8, 0.2]) + mykb.add_alias(alias="douglas", entities=["Q2", "Q3"], probabilities=[0.8, 0.2]) + mykb.add_alias(alias="adam", entities=["Q2"], probabilities=[0.9]) + + # test the size of the corresponding KB + assert(mykb.get_size_entities() == 3) + assert(mykb.get_size_aliases() == 2) def test_kb_invalid_entities(): @@ -28,7 +33,7 @@ def test_kb_invalid_entities(): # adding aliases - should fail because one of the given IDs is not valid with pytest.raises(ValueError): - mykb.add_alias(alias="douglassss", entities=["Q2", "Q342"], probabilities=[0.8, 0.2]) + mykb.add_alias(alias="douglas", entities=["Q2", "Q342"], probabilities=[0.8, 0.2]) def test_kb_invalid_probabilities(): From a9074e0886dd9679fd34a9d82a9618d794af32bf Mon Sep 17 00:00:00 2001 From: svlandeg Date: Tue, 19 Mar 2019 21:55:10 +0100 Subject: [PATCH 46/77] check the length of entities and probabilities vector + unit test --- spacy/kb.pyx | 12 ++++++++---- spacy/tests/pipeline/test_el.py | 14 ++++++++++++++ 2 files changed, 22 insertions(+), 4 deletions(-) diff --git a/spacy/kb.pyx b/spacy/kb.pyx index bc7cddf11e5..ba694ce6103 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -36,11 +36,18 @@ cdef class KnowledgeBase: def add_alias(self, unicode alias, entities, probabilities): """For a given alias, add its potential entities and prior probabilies to the KB.""" + # Throw an error if the length of entities and probabilities are not the same + if not len(entities) == len(probabilities): + raise ValueError("The vectors for entities and probabilities for alias '" + alias + + "' should have equal length, but found " + + str(len(entities)) + " and " + str(len(probabilities)) + "respectively.") + + # Throw an error if the probabilities sum up to more than 1 prob_sum = sum(probabilities) if prob_sum > 1: raise ValueError("The sum of prior probabilities for alias '" + alias + "' should not exceed 1, " - "but found " + str(prob_sum)) + + "but found " + str(prob_sum)) cdef hash_t alias_hash = self.strings.add(alias) @@ -63,9 +70,6 @@ cdef class KnowledgeBase: 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) diff --git a/spacy/tests/pipeline/test_el.py b/spacy/tests/pipeline/test_el.py index cd71bcb4816..068a228d87a 100644 --- a/spacy/tests/pipeline/test_el.py +++ b/spacy/tests/pipeline/test_el.py @@ -49,3 +49,17 @@ def test_kb_invalid_probabilities(): with pytest.raises(ValueError): mykb.add_alias(alias="douglassss", entities=["Q2", "Q3"], probabilities=[0.8, 0.4]) + +def test_kb_invalid_combination(): + """Test the invalid construction of a KB with non-matching entity and probability lists""" + mykb = KnowledgeBase() + + # adding entities + mykb.add_entity(entity_id="Q1", prob=0.9) + mykb.add_entity(entity_id="Q2", prob=0.2) + mykb.add_entity(entity_id="Q3", prob=0.5) + + # adding aliases - should fail because the entities and probabilities vectors are not of equal length + with pytest.raises(ValueError): + mykb.add_alias(alias="douglassss", entities=["Q2", "Q3"], probabilities=[0.3, 0.4, 0.1]) + From 9819dca80efaab04d5d6104abb111805826de190 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Thu, 21 Mar 2019 00:04:06 +0100 Subject: [PATCH 47/77] create candidate object from entry pointer (not fully functional yet) --- spacy/kb.pxd | 20 ++++++++++-- spacy/kb.pyx | 45 ++++++++++++++++++++++++-- spacy/sandbox_test_sofie/testing_el.py | 8 ++--- 3 files changed, 65 insertions(+), 8 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index d0f31ebb402..c409cf1b41c 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -13,11 +13,14 @@ from .typedefs cimport hash_t # of bits we need to keep track of the answers. cdef struct _EntryC: + # The hash of this entry's unique ID + hash_t entity_key + # Allows retrieval of one or more vectors. # Each element of vector_rows should be an index into a vectors table. # Every entry should have the same number of vectors, so we can avoid storing # the number of vectors in each knowledge-base struct - const int32_t* vector_rows + int32_t* vector_rows # Allows retrieval of a struct of non-vector features. We could make this a # pointer, but we have 32 bits left over in the struct after prob, so we'd @@ -40,6 +43,17 @@ cdef struct _AliasC: vector[float] probs +# TODO: document +cdef class Candidate: + + cdef _EntryC* entity + cdef hash_t alias_hash + cdef float prior_prob + + @staticmethod + cdef Candidate from_entry(_EntryC* entity, hash_t alias_hash, float prior_prob) + + cdef class KnowledgeBase: cdef Pool mem cpdef readonly StringStore strings @@ -85,7 +99,7 @@ cdef class KnowledgeBase: cdef object _features_table - cdef inline int64_t c_add_entity(self, hash_t entity_key, float prob, const int32_t* vector_rows, + cdef inline int64_t c_add_entity(self, hash_t entity_key, float prob, int32_t* vector_rows, int feats_row): """Add an entry to the knowledge base.""" # This is what we'll map the hash key to. It's where the entry will sit @@ -93,6 +107,7 @@ cdef class KnowledgeBase: cdef int64_t entity_index = self._entries.size() self._entries.push_back( _EntryC( + entity_key=entity_key, vector_rows=vector_rows, feats_row=feats_row, prob=prob @@ -121,6 +136,7 @@ cdef class KnowledgeBase: cdef int32_t dummy_value = 0 self._entries.push_back( _EntryC( + entity_key=self.strings.add(""), vector_rows=&dummy_value, feats_row=dummy_value, prob=dummy_value diff --git a/spacy/kb.pyx b/spacy/kb.pyx index ba694ce6103..38bc48c7f34 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -2,6 +2,35 @@ # coding: utf8 from spacy.errors import user_warning + +cdef class Candidate: + + + # def inline __cinit__(self, _EntryC entity, hash_t alias_hash, float prior_prob): + # self.alias_hash = alias_hash + # self.entity = entity + # self.prior_prob = prior_prob + + @staticmethod + cdef Candidate from_entry(_EntryC* entity, hash_t alias_hash, float prior_prob): + """Factory function to create Candidate objects from entity entries.""" + # Call to __new__ bypasses __init__ constructor + cdef Candidate candidate = Candidate.__new__(Candidate) + candidate.entity = entity + candidate.alias_hash = alias_hash + candidate.prior_prob = prior_prob + return candidate + + def __str__(self): + return "alias=" + self.strings[self.alias_hash] + \ + " prior_prob=" + str(self.prior_prob) + + #" entry=" + self.strings[self.entity_hash] + \ + + def __repr__(self): + return self.__str__() + + cdef class KnowledgeBase: def __init__(self): @@ -74,7 +103,19 @@ cdef class KnowledgeBase: def get_candidates(self, unicode alias): - cdef hash_t alias_hash = self.strings.add(alias) + cdef hash_t alias_hash = self.strings[alias] alias_index = self._alias_index.get(alias_hash) - return self._aliases_table[alias_index] + alias_entry = self._aliases_table[alias_index] + + for (entry_index, prob) in zip(alias_entry.entry_indices, alias_entry.probs): + entity = <_EntryC>self._entries[entry_index] + # candidate = Candidate(entity=entity, alias_hash=alias_hash, prior_prob=prob) + candidate = Candidate.from_entry(entity=&entity, alias_hash=alias_hash, prior_prob=prob) + print(candidate) + + # return [Candidate(entity=<_EntryC>self._entries[self._entry_index[entry_index]], + # alias_hash=alias_hash, + # prior_prob=prob) + # for (entry_index, prob) in zip(alias_entry.entry_indices, alias_entry.probs)] + diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py index 76151f27eb7..c96c5552f5d 100644 --- a/spacy/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -25,16 +25,16 @@ def create_kb(): # adding aliases alias1 = "douglassss" - print(" adding alias", alias1) + print(" adding alias", alias1, "to Q42 and Q5301561") mykb.add_alias(alias=alias1, entities=["Q42", "Q5301561"], probabilities=[0.8, 0.2]) alias2 = "johny" - print(" adding alias", alias2) + print(" adding alias", alias2, "to Q0, Q42 and Q5301561") mykb.add_alias(alias=alias2, entities=["Q0", "Q42", "Q5301561"], probabilities=[0.3, 0.1, 0.4]) alias3 = "adam" - print(" adding alias", alias3) - mykb.add_alias(alias=alias3, entities=["Q42"], probabilities=[1.0]) + print(" adding alias", alias3, "to Q42") + mykb.add_alias(alias=alias3, entities=["Q42"], probabilities=[0.9]) print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) From 9a46c431c3d806c21d248fd3ab549bf99ce5e5d2 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Thu, 21 Mar 2019 12:31:02 +0100 Subject: [PATCH 48/77] store entity hash instead of pointer --- spacy/kb.pxd | 21 +++++------ spacy/kb.pyx | 51 +++++++++----------------- spacy/sandbox_test_sofie/testing_el.py | 24 ++++++++++-- 3 files changed, 46 insertions(+), 50 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index c409cf1b41c..c0998eadbe2 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -14,7 +14,7 @@ from .typedefs cimport hash_t cdef struct _EntryC: # The hash of this entry's unique ID - hash_t entity_key + hash_t entity_hash # Allows retrieval of one or more vectors. # Each element of vector_rows should be an index into a vectors table. @@ -46,13 +46,10 @@ cdef struct _AliasC: # TODO: document cdef class Candidate: - cdef _EntryC* entity + cdef hash_t entity_hash cdef hash_t alias_hash cdef float prior_prob - @staticmethod - cdef Candidate from_entry(_EntryC* entity, hash_t alias_hash, float prior_prob) - cdef class KnowledgeBase: cdef Pool mem @@ -98,8 +95,7 @@ cdef class KnowledgeBase: # optional data, we can let users configure a DB as the backend for this. cdef object _features_table - - cdef inline int64_t c_add_entity(self, hash_t entity_key, float prob, int32_t* vector_rows, + cdef inline int64_t c_add_entity(self, hash_t entity_hash, float prob, int32_t* vector_rows, int feats_row): """Add an entry to the knowledge base.""" # This is what we'll map the hash key to. It's where the entry will sit @@ -107,15 +103,15 @@ cdef class KnowledgeBase: cdef int64_t entity_index = self._entries.size() self._entries.push_back( _EntryC( - entity_key=entity_key, + entity_hash=entity_hash, vector_rows=vector_rows, feats_row=feats_row, prob=prob )) - self._entry_index[entity_key] = entity_index + self._entry_index[entity_hash] = 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_hash, vector[int64_t] entry_indices, vector[float] probs): """Connect a mention to a list of potential entities with their prior probabilities .""" cdef int64_t alias_index = self._aliases_table.size() @@ -124,7 +120,7 @@ cdef class KnowledgeBase: entry_indices=entry_indices, probs=probs )) - self._alias_index[alias_key] = alias_index + self._alias_index[alias_hash] = alias_index return alias_index cdef inline create_empty_vectors(self): @@ -134,9 +130,10 @@ cdef class KnowledgeBase: cf. https://github.com/explosion/preshed/issues/17 """ cdef int32_t dummy_value = 0 + self.strings.add("") self._entries.push_back( _EntryC( - entity_key=self.strings.add(""), + entity_hash=self.strings.add(""), vector_rows=&dummy_value, feats_row=dummy_value, prob=dummy_value diff --git a/spacy/kb.pyx b/spacy/kb.pyx index 38bc48c7f34..cca24d4f8b8 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -5,30 +5,20 @@ from spacy.errors import user_warning cdef class Candidate: + def __init__(self, entity_hash, alias_hash, prior_prob): + self.entity_hash = entity_hash + self.alias_hash = alias_hash + self.prior_prob = prior_prob - # def inline __cinit__(self, _EntryC entity, hash_t alias_hash, float prior_prob): - # self.alias_hash = alias_hash - # self.entity = entity - # self.prior_prob = prior_prob + def get_entity_name(self, KnowledgeBase kb): + return kb.strings[self.entity_hash] - @staticmethod - cdef Candidate from_entry(_EntryC* entity, hash_t alias_hash, float prior_prob): - """Factory function to create Candidate objects from entity entries.""" - # Call to __new__ bypasses __init__ constructor - cdef Candidate candidate = Candidate.__new__(Candidate) - candidate.entity = entity - candidate.alias_hash = alias_hash - candidate.prior_prob = prior_prob - return candidate + def get_alias_name(self, KnowledgeBase kb): + return kb.strings[self.alias_hash] - def __str__(self): - return "alias=" + self.strings[self.alias_hash] + \ - " prior_prob=" + str(self.prior_prob) - - #" entry=" + self.strings[self.entity_hash] + \ - - def __repr__(self): - return self.__str__() + property prior_prob: + def __get__(self): + return self.prior_prob cdef class KnowledgeBase: @@ -58,7 +48,7 @@ cdef class KnowledgeBase: 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) + self.c_add_entity(entity_hash=id_hash, prob=prob, vector_rows=&dummy_value, feats_row=dummy_value) # TODO self._vectors_table.get_pointer(vectors), # self._features_table.get(features)) @@ -99,7 +89,7 @@ cdef class KnowledgeBase: entry_indices.push_back(int(entry_index)) probs.push_back(float(prob)) - self.c_add_aliases(alias_key=alias_hash, entry_indices=entry_indices, probs=probs) + self.c_add_aliases(alias_hash=alias_hash, entry_indices=entry_indices, probs=probs) def get_candidates(self, unicode alias): @@ -107,15 +97,8 @@ cdef class KnowledgeBase: alias_index = self._alias_index.get(alias_hash) alias_entry = self._aliases_table[alias_index] - for (entry_index, prob) in zip(alias_entry.entry_indices, alias_entry.probs): - entity = <_EntryC>self._entries[entry_index] - # candidate = Candidate(entity=entity, alias_hash=alias_hash, prior_prob=prob) - candidate = Candidate.from_entry(entity=&entity, alias_hash=alias_hash, prior_prob=prob) - print(candidate) - - # return [Candidate(entity=<_EntryC>self._entries[self._entry_index[entry_index]], - # alias_hash=alias_hash, - # prior_prob=prob) - # for (entry_index, prob) in zip(alias_entry.entry_indices, alias_entry.probs)] - + return [Candidate(entity_hash=self._entries[entry_index].entity_hash, + alias_hash=alias_hash, + prior_prob=prob) + for (entry_index, prob) in zip(alias_entry.entry_indices, alias_entry.probs)] diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py index c96c5552f5d..5c0d6a0374a 100644 --- a/spacy/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -39,12 +39,28 @@ def create_kb(): print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) print("candidates for", alias1) - candidates = mykb.get_candidates(alias1) - print(" ", candidates) + candidates1 = mykb.get_candidates(alias1) + for candidate in candidates1: + print(" candidate") + print(" name", candidate.get_entity_name(mykb)) + print(" alias", candidate.get_alias_name(mykb)) + print(" prior_prob", candidate.prior_prob) + + print("candidates for", alias2) + candidates2 = mykb.get_candidates(alias2) + for candidate in candidates2: + print(" candidate") + print(" name", candidate.get_entity_name(mykb)) + print(" alias", candidate.get_alias_name(mykb)) + print(" prior_prob", candidate.prior_prob) print("candidates for", alias3) - candidates = mykb.get_candidates(alias3) - print(" ", candidates) + candidates3 = mykb.get_candidates(alias3) + for candidate in candidates3: + print(" candidate") + print(" name", candidate.get_entity_name(mykb)) + print(" alias", candidate.get_alias_name(mykb)) + print(" prior_prob", candidate.prior_prob) def add_el(): From 98ae77a68278e31a2d36fa681c3bade87a28b618 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Thu, 21 Mar 2019 12:48:59 +0100 Subject: [PATCH 49/77] unit test on number of candidates generated --- spacy/tests/pipeline/test_el.py | 17 +++++++++++++++++ 1 file changed, 17 insertions(+) diff --git a/spacy/tests/pipeline/test_el.py b/spacy/tests/pipeline/test_el.py index 068a228d87a..78ee0f358c4 100644 --- a/spacy/tests/pipeline/test_el.py +++ b/spacy/tests/pipeline/test_el.py @@ -63,3 +63,20 @@ def test_kb_invalid_combination(): with pytest.raises(ValueError): mykb.add_alias(alias="douglassss", entities=["Q2", "Q3"], probabilities=[0.3, 0.4, 0.1]) + +def test_candidate_generation(): + """Test correct candidate generation""" + mykb = KnowledgeBase() + + # adding entities + mykb.add_entity(entity_id="Q1", prob=0.9) + mykb.add_entity(entity_id="Q2", prob=0.2) + mykb.add_entity(entity_id="Q3", prob=0.5) + + # adding aliases + mykb.add_alias(alias="douglas", entities=["Q2", "Q3"], probabilities=[0.8, 0.2]) + mykb.add_alias(alias="adam", entities=["Q2"], probabilities=[0.9]) + + # test the size of the relevant candidates + assert(len(mykb.get_candidates("douglas")) == 2) + assert(len(mykb.get_candidates("adam")) == 1) From 1289cd6e8f46d3fb3109d33fdc458c9574beab86 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Thu, 21 Mar 2019 13:26:12 +0100 Subject: [PATCH 50/77] property getters and keep track of KB internally --- spacy/kb.pxd | 1 + spacy/kb.pyx | 41 +++++++++++++++++++++----- spacy/sandbox_test_sofie/testing_el.py | 34 +++++++-------------- 3 files changed, 46 insertions(+), 30 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index c0998eadbe2..54ee49a3fe0 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -46,6 +46,7 @@ cdef struct _AliasC: # TODO: document cdef class Candidate: + cdef readonly KnowledgeBase kb cdef hash_t entity_hash cdef hash_t alias_hash cdef float prior_prob diff --git a/spacy/kb.pyx b/spacy/kb.pyx index cca24d4f8b8..52c8ad8f0a2 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -5,16 +5,31 @@ from spacy.errors import user_warning cdef class Candidate: - def __init__(self, entity_hash, alias_hash, prior_prob): + def __init__(self, KnowledgeBase kb, entity_hash, alias_hash, prior_prob): + self.kb = kb self.entity_hash = entity_hash self.alias_hash = alias_hash self.prior_prob = prior_prob - def get_entity_name(self, KnowledgeBase kb): - return kb.strings[self.entity_hash] + property kb_id_: + """RETURNS (unicode): ID of this entity in the KB""" + def __get__(self): + return self.kb.strings[self.entity_hash] + + property kb_id: + """RETURNS (uint64): hash of the entity's KB ID""" + def __get__(self): + return self.entity_hash + + property alias_: + """RETURNS (unicode): ID of the original alias""" + def __get__(self): + return self.kb.strings[self.alias_hash] - def get_alias_name(self, KnowledgeBase kb): - return kb.strings[self.alias_hash] + property alias: + """RETURNS (uint64): hash of the alias""" + def __get__(self): + return self.alias_hash property prior_prob: def __get__(self): @@ -40,6 +55,10 @@ cdef class KnowledgeBase: return self._aliases_table.size() - 1 # not counting dummy element on index 0 def add_entity(self, unicode entity_id, float prob, vectors=None, features=None): + """ + Add an entity to the KB. + Return the hash of the entity ID at the end + """ cdef hash_t id_hash = self.strings.add(entity_id) # Return if this entity was added before @@ -52,8 +71,13 @@ cdef class KnowledgeBase: # TODO self._vectors_table.get_pointer(vectors), # self._features_table.get(features)) + return id_hash + def add_alias(self, unicode alias, entities, probabilities): - """For a given alias, add its potential entities and prior probabilies to the KB.""" + """ + For a given alias, add its potential entities and prior probabilies to the KB. + Return the alias_hash at the end + """ # Throw an error if the length of entities and probabilities are not the same if not len(entities) == len(probabilities): @@ -91,13 +115,16 @@ cdef class KnowledgeBase: self.c_add_aliases(alias_hash=alias_hash, entry_indices=entry_indices, probs=probs) + return alias_hash + def get_candidates(self, unicode alias): cdef hash_t alias_hash = self.strings[alias] alias_index = self._alias_index.get(alias_hash) alias_entry = self._aliases_table[alias_index] - return [Candidate(entity_hash=self._entries[entry_index].entity_hash, + return [Candidate(kb=self, + entity_hash=self._entries[entry_index].entity_hash, alias_hash=alias_hash, prior_prob=prob) for (entry_index, prob) in zip(alias_entry.entry_indices, alias_entry.probs)] diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py index 5c0d6a0374a..3a81effbca2 100644 --- a/spacy/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -38,29 +38,17 @@ def create_kb(): print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) - print("candidates for", alias1) - candidates1 = mykb.get_candidates(alias1) - for candidate in candidates1: - print(" candidate") - print(" name", candidate.get_entity_name(mykb)) - print(" alias", candidate.get_alias_name(mykb)) - print(" prior_prob", candidate.prior_prob) - - print("candidates for", alias2) - candidates2 = mykb.get_candidates(alias2) - for candidate in candidates2: - print(" candidate") - print(" name", candidate.get_entity_name(mykb)) - print(" alias", candidate.get_alias_name(mykb)) - print(" prior_prob", candidate.prior_prob) - - print("candidates for", alias3) - candidates3 = mykb.get_candidates(alias3) - for candidate in candidates3: - print(" candidate") - print(" name", candidate.get_entity_name(mykb)) - print(" alias", candidate.get_alias_name(mykb)) - print(" prior_prob", candidate.prior_prob) + for alias in [alias1, alias2, alias3]: + print() + print("candidates for", alias) + candidates = mykb.get_candidates(alias) + for candidate in candidates: + print(" candidate") + print(" kb_id", candidate.kb_id) + print(" kb_id_", candidate.kb_id_) + print(" alias", candidate.alias) + print(" alias_", candidate.alias_) + print(" prior_prob", candidate.prior_prob) def add_el(): From b6c3255a9f1f35fbcd951c8faf9874bb64cea711 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Thu, 21 Mar 2019 13:32:21 +0100 Subject: [PATCH 51/77] Entity class --- spacy/kb.pxd | 8 ++++++++ spacy/kb.pyx | 22 ++++++++++++++++++++++ 2 files changed, 30 insertions(+) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index 54ee49a3fe0..4ae34bfa72a 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -43,6 +43,14 @@ cdef struct _AliasC: vector[float] probs +# TODO: document +cdef class Entity: + + cdef readonly KnowledgeBase kb + cdef hash_t entity_hash + cdef float confidence + + # TODO: document cdef class Candidate: diff --git a/spacy/kb.pyx b/spacy/kb.pyx index 52c8ad8f0a2..4776e9d349b 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -3,6 +3,28 @@ from spacy.errors import user_warning +cdef class Entity: + + def __init__(self, KnowledgeBase kb, entity_hash, confidence): + self.kb = kb + self.entity_hash = entity_hash + self.confidence = confidence + + property kb_id_: + """RETURNS (unicode): ID of this entity in the KB""" + def __get__(self): + return self.kb.strings[self.entity_hash] + + property kb_id: + """RETURNS (uint64): hash of the entity's KB ID""" + def __get__(self): + return self.entity_hash + + property confidence: + def __get__(self): + return self.confidence + + cdef class Candidate: def __init__(self, KnowledgeBase kb, entity_hash, alias_hash, prior_prob): From c71123dd0c91766c4d8f890c3d2c6660f6deee16 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Thu, 21 Mar 2019 15:24:40 +0100 Subject: [PATCH 52/77] ensure no candidates are returned for unknown aliases --- spacy/kb.pyx | 3 ++- spacy/sandbox_test_sofie/testing_el.py | 19 +++++-------------- spacy/tests/pipeline/test_el.py | 1 + 3 files changed, 8 insertions(+), 15 deletions(-) diff --git a/spacy/kb.pyx b/spacy/kb.pyx index 4776e9d349b..62080e1be47 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -149,5 +149,6 @@ cdef class KnowledgeBase: entity_hash=self._entries[entry_index].entity_hash, alias_hash=alias_hash, prior_prob=prob) - for (entry_index, prob) in zip(alias_entry.entry_indices, alias_entry.probs)] + for (entry_index, prob) in zip(alias_entry.entry_indices, alias_entry.probs) + if entry_index != 0] diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py index 3a81effbca2..03261806b38 100644 --- a/spacy/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -7,6 +7,7 @@ def create_kb(): mykb = KnowledgeBase() print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) + print() # adding entities entity_0 = "Q0" # douglas adams @@ -22,33 +23,23 @@ def create_kb(): mykb.add_entity(entity_id=entity_5301561, prob=0.5) print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) + print() # adding aliases alias1 = "douglassss" print(" adding alias", alias1, "to Q42 and Q5301561") mykb.add_alias(alias=alias1, entities=["Q42", "Q5301561"], probabilities=[0.8, 0.2]) - alias2 = "johny" - print(" adding alias", alias2, "to Q0, Q42 and Q5301561") - mykb.add_alias(alias=alias2, entities=["Q0", "Q42", "Q5301561"], probabilities=[0.3, 0.1, 0.4]) - alias3 = "adam" print(" adding alias", alias3, "to Q42") mykb.add_alias(alias=alias3, entities=["Q42"], probabilities=[0.9]) print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) + print() - for alias in [alias1, alias2, alias3]: - print() - print("candidates for", alias) + for alias in [alias1, "rubbish", alias3]: candidates = mykb.get_candidates(alias) - for candidate in candidates: - print(" candidate") - print(" kb_id", candidate.kb_id) - print(" kb_id_", candidate.kb_id_) - print(" alias", candidate.alias) - print(" alias_", candidate.alias_) - print(" prior_prob", candidate.prior_prob) + print(len(candidates), "candidates for", alias) def add_el(): diff --git a/spacy/tests/pipeline/test_el.py b/spacy/tests/pipeline/test_el.py index 78ee0f358c4..295b35cce2c 100644 --- a/spacy/tests/pipeline/test_el.py +++ b/spacy/tests/pipeline/test_el.py @@ -80,3 +80,4 @@ def test_candidate_generation(): # test the size of the relevant candidates assert(len(mykb.get_candidates("douglas")) == 2) assert(len(mykb.get_candidates("adam")) == 1) + assert(len(mykb.get_candidates("shrubbery")) == 0) From c593607ce2d68279652f946cdcae5b22a3306243 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Thu, 21 Mar 2019 17:33:25 +0100 Subject: [PATCH 53/77] minimal EL pipe --- spacy/kb.pxd | 14 ++-- spacy/kb.pyx | 3 +- spacy/language.py | 4 + spacy/pipeline/pipes.pyx | 100 ++++--------------------- spacy/sandbox_test_sofie/testing_el.py | 17 +++-- 5 files changed, 37 insertions(+), 101 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index 4ae34bfa72a..5fd2399988c 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -109,7 +109,7 @@ cdef class KnowledgeBase: """Add an entry to the knowledge base.""" # This is what we'll map the hash key to. It's where the entry will sit # in the vector of entries, so we can get it later. - cdef int64_t entity_index = self._entries.size() + cdef int64_t new_index = self._entries.size() self._entries.push_back( _EntryC( entity_hash=entity_hash, @@ -117,22 +117,22 @@ cdef class KnowledgeBase: feats_row=feats_row, prob=prob )) - self._entry_index[entity_hash] = entity_index - return entity_index + self._entry_index[entity_hash] = new_index + return new_index cdef inline int64_t c_add_aliases(self, hash_t alias_hash, vector[int64_t] entry_indices, vector[float] probs): """Connect a mention to a list of potential entities with their prior probabilities .""" - cdef int64_t alias_index = self._aliases_table.size() + cdef int64_t new_index = self._aliases_table.size() self._aliases_table.push_back( _AliasC( entry_indices=entry_indices, probs=probs )) - self._alias_index[alias_hash] = alias_index - return alias_index + self._alias_index[alias_hash] = new_index + return new_index - cdef inline create_empty_vectors(self): + cdef inline _create_empty_vectors(self): """ Making sure the first element of each vector is a dummy, because the PreshMap maps pointing to indices in these vectors can not contain 0 as value diff --git a/spacy/kb.pyx b/spacy/kb.pyx index 62080e1be47..33a79da04ac 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -65,7 +65,7 @@ cdef class KnowledgeBase: self._alias_index = PreshMap() self.mem = Pool() self.strings = StringStore() - self.create_empty_vectors() + self._create_empty_vectors() def __len__(self): return self.get_size_entities() @@ -151,4 +151,3 @@ cdef class KnowledgeBase: prior_prob=prob) for (entry_index, prob) in zip(alias_entry.entry_indices, alias_entry.probs) if entry_index != 0] - diff --git a/spacy/language.py b/spacy/language.py index 917d0fb8de4..8206406b00e 100644 --- a/spacy/language.py +++ b/spacy/language.py @@ -213,6 +213,10 @@ def parser(self): def entity(self): return self.get_pipe("ner") + @property + def linker(self): + return self.get_pipe("el") + @property def matcher(self): return self.get_pipe("matcher") diff --git a/spacy/pipeline/pipes.pyx b/spacy/pipeline/pipes.pyx index c2fccb8b75a..6bb7da1eb4e 100644 --- a/spacy/pipeline/pipes.pyx +++ b/spacy/pipeline/pipes.pyx @@ -1063,44 +1063,28 @@ class EntityLinker(Pipe): @classmethod def Model(cls, nr_class=1, **cfg): - embed_size = util.env_opt("embed_size", 2000) - if "token_vector_width" in cfg: - token_vector_width = cfg["token_vector_width"] - else: - token_vector_width = util.env_opt("token_vector_width", 96) - if cfg.get('architecture') == 'simple_cnn': - tok2vec = Tok2Vec(token_vector_width, embed_size, **cfg) - return None # build_simple_cnn_text_classifier(tok2vec, nr_class, **cfg) - else: - return None # build_text_classifier(nr_class, **cfg) - + # TODO: non-dummy EL implementation + return None - def __init__(self, vocab, model=True, **cfg): - self.vocab = vocab - self.model = model - self._rehearsal_model = None + def __init__(self, model=True, **cfg): + self.model = False self.cfg = dict(cfg) + self.kb = self.cfg["kb"] def __call__(self, doc): - # scores, tensors = self.predict([doc]) - scores, tensors = None, None - self.set_annotations([doc], scores, tensors=tensors) + self.set_annotations([doc], scores=None, tensors=None) return doc def pipe(self, stream, batch_size=128, n_threads=-1): + """Apply the pipe to a stream of documents. + Both __call__ and pipe should delegate to the `predict()` + and `set_annotations()` methods. + """ for docs in util.minibatch(stream, size=batch_size): docs = list(docs) - scores, tensors = self.predict(docs) - self.set_annotations(docs, scores, tensors=tensors) + self.set_annotations(docs, scores=None, tensors=None) yield from docs - def predict(self, docs): - # self.require_model() - scores = self.model(docs) - scores = self.model.ops.asarray(scores) - tensors = [doc.tensor for doc in docs] - return scores, tensors - def set_annotations(self, docs, scores, tensors=None): # TODO Sofie: actually implement this class instead of dummy implementation for i, doc in enumerate(docs): @@ -1109,67 +1093,13 @@ class EntityLinker(Pipe): for token in ent: token.ent_kb_id_ = "Q42" - def update(self, docs, golds, state=None, drop=0., sgd=None, losses=None): - scores, bp_scores = self.model.begin_update(docs, drop=drop) - loss, d_scores = self.get_loss(docs, golds, scores) - bp_scores(d_scores, sgd=sgd) - if losses is not None: - losses.setdefault(self.name, 0.0) - losses[self.name] += loss - - def rehearse(self, docs, drop=0., sgd=None, losses=None): - if self._rehearsal_model is None: - return - scores, bp_scores = self.model.begin_update(docs, drop=drop) - target = self._rehearsal_model(docs) - gradient = scores - target - bp_scores(gradient, sgd=sgd) - if losses is not None: - losses.setdefault(self.name, 0.0) - losses[self.name] += (gradient**2).sum() - def get_loss(self, docs, golds, scores): - truths = numpy.zeros((len(golds), len(self.labels)), dtype='f') - not_missing = numpy.ones((len(golds), len(self.labels)), dtype='f') - for i, gold in enumerate(golds): - for j, label in enumerate(self.labels): - if label in gold.cats: - truths[i, j] = gold.cats[label] - else: - not_missing[i, j] = 0. - truths = self.model.ops.asarray(truths) - not_missing = self.model.ops.asarray(not_missing) - d_scores = (scores-truths) / scores.shape[0] - d_scores *= not_missing - mean_square_error = (d_scores**2).sum(axis=1).mean() - return float(mean_square_error), d_scores + # TODO + pass def add_label(self, label): - if label in self.labels: - return 0 - if self.model not in (None, True, False): - # This functionality was available previously, but was broken. - # The problem is that we resize the last layer, but the last layer - # is actually just an ensemble. We're not resizing the child layers - # -- a huge problem. - raise ValueError(Errors.E116) - #smaller = self.model._layers[-1] - #larger = Affine(len(self.labels)+1, smaller.nI) - #copy_array(larger.W[:smaller.nO], smaller.W) - #copy_array(larger.b[:smaller.nO], smaller.b) - #self.model._layers[-1] = larger - self.labels = tuple(list(self.labels) + [label]) - return 1 - - def begin_training(self, get_gold_tuples=lambda: [], pipeline=None, sgd=None, - **kwargs): - if self.model is True: - self.cfg['pretrained_vectors'] = kwargs.get('pretrained_vectors') - self.model = self.Model(len(self.labels), **self.cfg) - link_vectors_to_models(self.vocab) - if sgd is None: - sgd = self.create_optimizer() - return sgd + # TODO + pass __all__ = ["Tagger", "DependencyParser", "EntityRecognizer", "Tensorizer", "TextCategorizer", "EntityLinker"] diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py index 03261806b38..f6296bf8935 100644 --- a/spacy/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -37,16 +37,14 @@ def create_kb(): print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) print() - for alias in [alias1, "rubbish", alias3]: - candidates = mykb.get_candidates(alias) - print(len(candidates), "candidates for", alias) + return mykb -def add_el(): +def add_el(kb): nlp = spacy.load('en_core_web_sm') print("pipes before:", nlp.pipe_names) - el_pipe = nlp.create_pipe(name='el') + el_pipe = nlp.create_pipe(name='el', config={"kb": kb}) nlp.add_pipe(el_pipe, last=True) print("pipes after:", nlp.pipe_names) @@ -62,7 +60,12 @@ def add_el(): for ent in doc.ents: print("ent", ent.text, ent.label_, ent.kb_id_) + print() + for alias in ["douglassss", "rubbish", "adam"]: + candidates = nlp.linker.kb.get_candidates(alias) + print(len(candidates), "candidates for", alias) + if __name__ == "__main__": - # add_el() - create_kb() + mykb = create_kb() + add_el(mykb) From 7b708ab8a4f73f971a4e558f34e64fb6a0da0b01 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Thu, 21 Mar 2019 18:20:57 +0100 Subject: [PATCH 54/77] name per entity --- spacy/kb.pxd | 21 +++++----- spacy/kb.pyx | 54 ++++++++++++++++---------- spacy/sandbox_test_sofie/testing_el.py | 10 +++-- 3 files changed, 52 insertions(+), 33 deletions(-) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index 5fd2399988c..cffbcd5d1ee 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -13,8 +13,9 @@ from .typedefs cimport hash_t # of bits we need to keep track of the answers. cdef struct _EntryC: - # The hash of this entry's unique ID - hash_t entity_hash + # The hash of this entry's unique ID and name in the kB + hash_t entity_id_hash + hash_t entity_name_hash # Allows retrieval of one or more vectors. # Each element of vector_rows should be an index into a vectors table. @@ -47,7 +48,7 @@ cdef struct _AliasC: cdef class Entity: cdef readonly KnowledgeBase kb - cdef hash_t entity_hash + cdef hash_t entity_id_hash cdef float confidence @@ -55,7 +56,7 @@ cdef class Entity: cdef class Candidate: cdef readonly KnowledgeBase kb - cdef hash_t entity_hash + cdef hash_t entity_id_hash cdef hash_t alias_hash cdef float prior_prob @@ -104,20 +105,21 @@ cdef class KnowledgeBase: # optional data, we can let users configure a DB as the backend for this. cdef object _features_table - cdef inline int64_t c_add_entity(self, hash_t entity_hash, float prob, int32_t* vector_rows, - int feats_row): + cdef inline int64_t c_add_entity(self, hash_t entity_id_hash, hash_t entity_name_hash, float prob, + int32_t* vector_rows, int feats_row): """Add an entry to the knowledge base.""" # This is what we'll map the hash key to. It's where the entry will sit # in the vector of entries, so we can get it later. cdef int64_t new_index = self._entries.size() self._entries.push_back( _EntryC( - entity_hash=entity_hash, + entity_id_hash=entity_id_hash, + entity_name_hash=entity_name_hash, vector_rows=vector_rows, feats_row=feats_row, prob=prob )) - self._entry_index[entity_hash] = new_index + self._entry_index[entity_id_hash] = new_index return new_index cdef inline int64_t c_add_aliases(self, hash_t alias_hash, vector[int64_t] entry_indices, vector[float] probs): @@ -142,7 +144,8 @@ cdef class KnowledgeBase: self.strings.add("") self._entries.push_back( _EntryC( - entity_hash=self.strings.add(""), + entity_id_hash=self.strings[""], + entity_name_hash=self.strings[""], vector_rows=&dummy_value, feats_row=dummy_value, prob=dummy_value diff --git a/spacy/kb.pyx b/spacy/kb.pyx index 33a79da04ac..e51cb087d7b 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -5,20 +5,20 @@ from spacy.errors import user_warning cdef class Entity: - def __init__(self, KnowledgeBase kb, entity_hash, confidence): + def __init__(self, KnowledgeBase kb, entity_id_hash, confidence): self.kb = kb - self.entity_hash = entity_hash + self.entity_id_hash = entity_id_hash self.confidence = confidence property kb_id_: """RETURNS (unicode): ID of this entity in the KB""" def __get__(self): - return self.kb.strings[self.entity_hash] + return self.kb.strings[self.entity_id_hash] property kb_id: """RETURNS (uint64): hash of the entity's KB ID""" def __get__(self): - return self.entity_hash + return self.entity_id_hash property confidence: def __get__(self): @@ -27,32 +27,43 @@ cdef class Entity: cdef class Candidate: - def __init__(self, KnowledgeBase kb, entity_hash, alias_hash, prior_prob): + def __init__(self, KnowledgeBase kb, entity_id_hash, alias_hash, prior_prob): self.kb = kb - self.entity_hash = entity_hash + self.entity_id_hash = entity_id_hash self.alias_hash = alias_hash self.prior_prob = prior_prob - property kb_id_: + property entity_id: + """RETURNS (uint64): hash of the entity's KB ID""" + def __get__(self): + return self.entity_id_hash + + property entity_id_: """RETURNS (unicode): ID of this entity in the KB""" def __get__(self): - return self.kb.strings[self.entity_hash] + return self.kb.strings[self.entity_id] - property kb_id: - """RETURNS (uint64): hash of the entity's KB ID""" + property entity_name: + """RETURNS (uint64): hash of the entity's KB name""" def __get__(self): - return self.entity_hash + entry_index = self.kb._entry_index.get(self.entity_id) + return self.kb._entries[entry_index].entity_name_hash - property alias_: - """RETURNS (unicode): ID of the original alias""" + property entity_name_: + """RETURNS (unicode): name of this entity in the KB""" def __get__(self): - return self.kb.strings[self.alias_hash] + return self.kb.strings[self.entity_name] property alias: """RETURNS (uint64): hash of the alias""" def __get__(self): return self.alias_hash + property alias_: + """RETURNS (unicode): ID of the original alias""" + def __get__(self): + return self.kb.strings[self.alias] + property prior_prob: def __get__(self): return self.prior_prob @@ -76,12 +87,15 @@ cdef class KnowledgeBase: def get_size_aliases(self): return self._aliases_table.size() - 1 # not counting dummy element on index 0 - def add_entity(self, unicode entity_id, float prob, vectors=None, features=None): + def add_entity(self, unicode entity_id, unicode entity_name=None, float prob=0.5, vectors=None, features=None): """ Add an entity to the KB. Return the hash of the entity ID at the end """ + if not entity_name: + entity_name = entity_id cdef hash_t id_hash = self.strings.add(entity_id) + cdef hash_t name_hash = self.strings.add(entity_name) # Return if this entity was added before if id_hash in self._entry_index: @@ -89,7 +103,7 @@ cdef class KnowledgeBase: return cdef int32_t dummy_value = 342 - self.c_add_entity(entity_hash=id_hash, prob=prob, vector_rows=&dummy_value, feats_row=dummy_value) + self.c_add_entity(entity_id_hash=id_hash, entity_name_hash=name_hash, prob=prob, vector_rows=&dummy_value, feats_row=dummy_value) # TODO self._vectors_table.get_pointer(vectors), # self._features_table.get(features)) @@ -127,11 +141,11 @@ cdef class KnowledgeBase: cdef vector[float] probs for entity, prob in zip(entities, probabilities): - entity_hash = self.strings[entity] - if not entity_hash in self._entry_index: + entity_id_hash = self.strings[entity] + if not entity_id_hash in self._entry_index: raise ValueError("Alias '" + alias + "' defined for unknown entity '" + entity + "'") - entry_index = self._entry_index.get(entity_hash) + entry_index = self._entry_index.get(entity_id_hash) entry_indices.push_back(int(entry_index)) probs.push_back(float(prob)) @@ -146,7 +160,7 @@ cdef class KnowledgeBase: alias_entry = self._aliases_table[alias_index] return [Candidate(kb=self, - entity_hash=self._entries[entry_index].entity_hash, + entity_id_hash=self._entries[entry_index].entity_id_hash, alias_hash=alias_hash, prior_prob=prob) for (entry_index, prob) in zip(alias_entry.entry_indices, alias_entry.probs) diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py index f6296bf8935..c7b0a3a0739 100644 --- a/spacy/sandbox_test_sofie/testing_el.py +++ b/spacy/sandbox_test_sofie/testing_el.py @@ -12,15 +12,15 @@ def create_kb(): # adding entities entity_0 = "Q0" # douglas adams print(" adding entity", entity_0) - mykb.add_entity(entity_id=entity_0, prob=0.5) + mykb.add_entity(entity_id=entity_0, entity_name="queZero", prob=0.5) entity_42 = "Q42" # douglas adams print(" adding entity", entity_42) - mykb.add_entity(entity_id=entity_42, prob=0.5) + mykb.add_entity(entity_id=entity_42, entity_name="que42", prob=0.5) entity_5301561 = "Q5301561" print(" adding entity", entity_5301561) - mykb.add_entity(entity_id=entity_5301561, prob=0.5) + mykb.add_entity(entity_id=entity_5301561, entity_name="queMore", prob=0.5) print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) print() @@ -63,7 +63,9 @@ def add_el(kb): print() for alias in ["douglassss", "rubbish", "adam"]: candidates = nlp.linker.kb.get_candidates(alias) - print(len(candidates), "candidates for", alias) + print(len(candidates), "candidates for", alias, ":") + for c in candidates: + print(" ", c.entity_id_, c.entity_name_, c.alias_) if __name__ == "__main__": From 1ee0e78fd7a07637f5ac31154d4c63faeba6f4cd Mon Sep 17 00:00:00 2001 From: svlandeg Date: Thu, 21 Mar 2019 18:55:01 +0100 Subject: [PATCH 55/77] select candidate with highest prior probabiity --- examples/pipeline/dummy_entity_linking.py | 69 +++++++++++++++++++++ spacy/kb.pxd | 10 +--- spacy/kb.pyx | 26 +------- spacy/pipeline/pipes.pyx | 11 +++- spacy/sandbox_test_sofie/testing_el.py | 73 ----------------------- 5 files changed, 81 insertions(+), 108 deletions(-) create mode 100644 examples/pipeline/dummy_entity_linking.py delete mode 100644 spacy/sandbox_test_sofie/testing_el.py diff --git a/examples/pipeline/dummy_entity_linking.py b/examples/pipeline/dummy_entity_linking.py new file mode 100644 index 00000000000..c51f321e016 --- /dev/null +++ b/examples/pipeline/dummy_entity_linking.py @@ -0,0 +1,69 @@ +# coding: utf-8 +"""Demonstrate how to build a simple knowledge base and run an Entity Linking algorithm. +Currently still a bit of a dummy algorithm: taking simply the entity with highest probability for a given alias +""" +import spacy +from spacy.kb import KnowledgeBase + + +def create_kb(): + kb = KnowledgeBase() + + # adding entities + entity_0 = "Q1004791" + print("adding entity", entity_0) + kb.add_entity(entity_id=entity_0, entity_name="Douglas", prob=0.5) + + entity_1 = "Q42" + print("adding entity", entity_1) + kb.add_entity(entity_id=entity_1, entity_name="Douglas Adams", prob=0.5) + + entity_2 = "Q5301561" + print("adding entity", entity_2) + kb.add_entity(entity_id=entity_2, entity_name="Douglas Haig", prob=0.5) + + # adding aliases + print() + alias_0 = "Douglas" + print("adding alias", alias_0, "to all three entities") + kb.add_alias(alias=alias_0, entities=["Q1004791", "Q42", "Q5301561"], probabilities=[0.1, 0.6, 0.2]) + + alias_1 = "Douglas Adams" + print("adding alias", alias_1, "to just the one entity") + kb.add_alias(alias=alias_1, entities=["Q42"], probabilities=[0.9]) + + print() + print("kb size:", len(kb), kb.get_size_entities(), kb.get_size_aliases()) + + return kb + + +def add_el(kb): + nlp = spacy.load('en_core_web_sm') + + el_pipe = nlp.create_pipe(name='el', config={"kb": kb}) + nlp.add_pipe(el_pipe, last=True) + + for alias in ["Douglas Adams", "Douglas"]: + candidates = nlp.linker.kb.get_candidates(alias) + print() + print(len(candidates), "candidate(s) for", alias, ":") + for c in candidates: + print(" ", c.entity_id_, c.entity_name_, c.alias_, c.prior_prob) + + text = "In The Hitchhiker's Guide to the Galaxy, written by Douglas Adams, " \ + "Douglas reminds us to always bring our towel." + doc = nlp(text) + + print() + for token in doc: + print("token", token.text, token.ent_type_, token.ent_kb_id_) + + print() + for ent in doc.ents: + print("ent", ent.text, ent.label_, ent.kb_id_) + + +if __name__ == "__main__": + mykb = create_kb() + add_el(mykb) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index cffbcd5d1ee..490e05036a2 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -44,15 +44,7 @@ cdef struct _AliasC: vector[float] probs -# TODO: document -cdef class Entity: - - cdef readonly KnowledgeBase kb - cdef hash_t entity_id_hash - cdef float confidence - - -# TODO: document +# Object used by the Entity Linker that summarizes one entity-alias candidate combination. cdef class Candidate: cdef readonly KnowledgeBase kb diff --git a/spacy/kb.pyx b/spacy/kb.pyx index e51cb087d7b..6d031fb91e6 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -3,28 +3,6 @@ from spacy.errors import user_warning -cdef class Entity: - - def __init__(self, KnowledgeBase kb, entity_id_hash, confidence): - self.kb = kb - self.entity_id_hash = entity_id_hash - self.confidence = confidence - - property kb_id_: - """RETURNS (unicode): ID of this entity in the KB""" - def __get__(self): - return self.kb.strings[self.entity_id_hash] - - property kb_id: - """RETURNS (uint64): hash of the entity's KB ID""" - def __get__(self): - return self.entity_id_hash - - property confidence: - def __get__(self): - return self.confidence - - cdef class Candidate: def __init__(self, KnowledgeBase kb, entity_id_hash, alias_hash, prior_prob): @@ -103,7 +81,8 @@ cdef class KnowledgeBase: return cdef int32_t dummy_value = 342 - self.c_add_entity(entity_id_hash=id_hash, entity_name_hash=name_hash, prob=prob, vector_rows=&dummy_value, feats_row=dummy_value) + self.c_add_entity(entity_id_hash=id_hash, entity_name_hash=name_hash, prob=prob, + vector_rows=&dummy_value, feats_row=dummy_value) # TODO self._vectors_table.get_pointer(vectors), # self._features_table.get(features)) @@ -155,6 +134,7 @@ cdef class KnowledgeBase: def get_candidates(self, unicode alias): + """ TODO: where to put this functionality ?""" cdef hash_t alias_hash = self.strings[alias] alias_index = self._alias_index.get(alias_hash) alias_entry = self._aliases_table[alias_index] diff --git a/spacy/pipeline/pipes.pyx b/spacy/pipeline/pipes.pyx index 6bb7da1eb4e..98ca9d76d0d 100644 --- a/spacy/pipeline/pipes.pyx +++ b/spacy/pipeline/pipes.pyx @@ -1086,12 +1086,17 @@ class EntityLinker(Pipe): yield from docs def set_annotations(self, docs, scores, tensors=None): - # TODO Sofie: actually implement this class instead of dummy implementation + """ + Currently implemented as taking the KB entry with highest prior probability for each named entity + TODO: actually use context etc + """ for i, doc in enumerate(docs): for ent in doc.ents: - if ent.label_ in ["PERSON", "PER"]: + candidates = self.kb.get_candidates(ent.text) + if candidates: + best_candidate = max(candidates, key=lambda c: c.prior_prob) for token in ent: - token.ent_kb_id_ = "Q42" + token.ent_kb_id_ = best_candidate.entity_id_ def get_loss(self, docs, golds, scores): # TODO diff --git a/spacy/sandbox_test_sofie/testing_el.py b/spacy/sandbox_test_sofie/testing_el.py deleted file mode 100644 index c7b0a3a0739..00000000000 --- a/spacy/sandbox_test_sofie/testing_el.py +++ /dev/null @@ -1,73 +0,0 @@ -# coding: utf-8 -import spacy -from spacy.kb import KnowledgeBase - - -def create_kb(): - mykb = KnowledgeBase() - - print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) - print() - - # adding entities - entity_0 = "Q0" # douglas adams - print(" adding entity", entity_0) - mykb.add_entity(entity_id=entity_0, entity_name="queZero", prob=0.5) - - entity_42 = "Q42" # douglas adams - print(" adding entity", entity_42) - mykb.add_entity(entity_id=entity_42, entity_name="que42", prob=0.5) - - entity_5301561 = "Q5301561" - print(" adding entity", entity_5301561) - mykb.add_entity(entity_id=entity_5301561, entity_name="queMore", prob=0.5) - - print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) - print() - - # adding aliases - alias1 = "douglassss" - print(" adding alias", alias1, "to Q42 and Q5301561") - mykb.add_alias(alias=alias1, entities=["Q42", "Q5301561"], probabilities=[0.8, 0.2]) - - alias3 = "adam" - print(" adding alias", alias3, "to Q42") - mykb.add_alias(alias=alias3, entities=["Q42"], probabilities=[0.9]) - - print("kb size", len(mykb), mykb.get_size_entities(), mykb.get_size_aliases()) - print() - - return mykb - - -def add_el(kb): - nlp = spacy.load('en_core_web_sm') - print("pipes before:", nlp.pipe_names) - - el_pipe = nlp.create_pipe(name='el', config={"kb": kb}) - nlp.add_pipe(el_pipe, last=True) - - print("pipes after:", nlp.pipe_names) - print() - - text = "The Hitchhiker's Guide to the Galaxy, written by Douglas Adams, reminds us to always bring our towel." - doc = nlp(text) - - for token in doc: - print("token", token.text, token.ent_type_, token.ent_kb_id_) - - print() - for ent in doc.ents: - print("ent", ent.text, ent.label_, ent.kb_id_) - - print() - for alias in ["douglassss", "rubbish", "adam"]: - candidates = nlp.linker.kb.get_candidates(alias) - print(len(candidates), "candidates for", alias, ":") - for c in candidates: - print(" ", c.entity_id_, c.entity_name_, c.alias_) - - -if __name__ == "__main__": - mykb = create_kb() - add_el(mykb) From a48241e9a20a3cbb5d3644e09e88bc64f30c0cb3 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Thu, 21 Mar 2019 23:17:25 +0100 Subject: [PATCH 56/77] use nlp's vocab for stringstore --- examples/pipeline/dummy_entity_linking.py | 22 +++++++++--------- spacy/kb.pxd | 10 ++++---- spacy/kb.pyx | 20 ++++++++-------- spacy/tests/pipeline/test_el.py | 28 ++++++++++++++--------- 4 files changed, 43 insertions(+), 37 deletions(-) diff --git a/examples/pipeline/dummy_entity_linking.py b/examples/pipeline/dummy_entity_linking.py index c51f321e016..43d17c48189 100644 --- a/examples/pipeline/dummy_entity_linking.py +++ b/examples/pipeline/dummy_entity_linking.py @@ -6,8 +6,8 @@ from spacy.kb import KnowledgeBase -def create_kb(): - kb = KnowledgeBase() +def create_kb(vocab): + kb = KnowledgeBase(vocab=vocab) # adding entities entity_0 = "Q1004791" @@ -25,11 +25,11 @@ def create_kb(): # adding aliases print() alias_0 = "Douglas" - print("adding alias", alias_0, "to all three entities") + print("adding alias", alias_0) kb.add_alias(alias=alias_0, entities=["Q1004791", "Q42", "Q5301561"], probabilities=[0.1, 0.6, 0.2]) alias_1 = "Douglas Adams" - print("adding alias", alias_1, "to just the one entity") + print("adding alias", alias_1) kb.add_alias(alias=alias_1, entities=["Q42"], probabilities=[0.9]) print() @@ -38,9 +38,7 @@ def create_kb(): return kb -def add_el(kb): - nlp = spacy.load('en_core_web_sm') - +def add_el(kb, nlp): el_pipe = nlp.create_pipe(name='el', config={"kb": kb}) nlp.add_pipe(el_pipe, last=True) @@ -49,10 +47,11 @@ def add_el(kb): print() print(len(candidates), "candidate(s) for", alias, ":") for c in candidates: - print(" ", c.entity_id_, c.entity_name_, c.alias_, c.prior_prob) + print(" ", c.entity_id_, c.entity_name_, c.prior_prob) text = "In The Hitchhiker's Guide to the Galaxy, written by Douglas Adams, " \ - "Douglas reminds us to always bring our towel." + "Douglas reminds us to always bring our towel. " \ + "The main character in Doug's novel is called Arthur Dent." doc = nlp(text) print() @@ -65,5 +64,6 @@ def add_el(kb): if __name__ == "__main__": - mykb = create_kb() - add_el(mykb) + nlp = spacy.load('en_core_web_sm') + my_kb = create_kb(nlp.vocab) + add_el(my_kb, nlp) diff --git a/spacy/kb.pxd b/spacy/kb.pxd index 490e05036a2..dc6701b89f8 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -4,7 +4,7 @@ from preshed.maps cimport PreshMap from libcpp.vector cimport vector from libc.stdint cimport int32_t, int64_t -from spacy.strings cimport StringStore +from spacy.vocab cimport Vocab from .typedefs cimport hash_t @@ -55,7 +55,7 @@ cdef class Candidate: cdef class KnowledgeBase: cdef Pool mem - cpdef readonly StringStore strings + cpdef readonly Vocab vocab # This maps 64bit keys (hash of unique entity string) # to 64bit values (position of the _EntryC struct in the _entries vector). @@ -133,11 +133,11 @@ cdef class KnowledgeBase: cf. https://github.com/explosion/preshed/issues/17 """ cdef int32_t dummy_value = 0 - self.strings.add("") + self.vocab.strings.add("") self._entries.push_back( _EntryC( - entity_id_hash=self.strings[""], - entity_name_hash=self.strings[""], + entity_id_hash=self.vocab.strings[""], + entity_name_hash=self.vocab.strings[""], vector_rows=&dummy_value, feats_row=dummy_value, prob=dummy_value diff --git a/spacy/kb.pyx b/spacy/kb.pyx index 6d031fb91e6..186048a4181 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -19,7 +19,7 @@ cdef class Candidate: property entity_id_: """RETURNS (unicode): ID of this entity in the KB""" def __get__(self): - return self.kb.strings[self.entity_id] + return self.kb.vocab.strings[self.entity_id] property entity_name: """RETURNS (uint64): hash of the entity's KB name""" @@ -30,7 +30,7 @@ cdef class Candidate: property entity_name_: """RETURNS (unicode): name of this entity in the KB""" def __get__(self): - return self.kb.strings[self.entity_name] + return self.kb.vocab.strings[self.entity_name] property alias: """RETURNS (uint64): hash of the alias""" @@ -40,7 +40,7 @@ cdef class Candidate: property alias_: """RETURNS (unicode): ID of the original alias""" def __get__(self): - return self.kb.strings[self.alias] + return self.kb.vocab.strings[self.alias] property prior_prob: def __get__(self): @@ -49,11 +49,11 @@ cdef class Candidate: cdef class KnowledgeBase: - def __init__(self): + def __init__(self, Vocab vocab): + self.vocab = vocab self._entry_index = PreshMap() self._alias_index = PreshMap() self.mem = Pool() - self.strings = StringStore() self._create_empty_vectors() def __len__(self): @@ -72,8 +72,8 @@ cdef class KnowledgeBase: """ if not entity_name: entity_name = entity_id - cdef hash_t id_hash = self.strings.add(entity_id) - cdef hash_t name_hash = self.strings.add(entity_name) + cdef hash_t id_hash = self.vocab.strings.add(entity_id) + cdef hash_t name_hash = self.vocab.strings.add(entity_name) # Return if this entity was added before if id_hash in self._entry_index: @@ -107,7 +107,7 @@ cdef class KnowledgeBase: raise ValueError("The sum of prior probabilities for alias '" + alias + "' should not exceed 1, " + "but found " + str(prob_sum)) - cdef hash_t alias_hash = self.strings.add(alias) + cdef hash_t alias_hash = self.vocab.strings.add(alias) # Return if this alias was added before if alias_hash in self._alias_index: @@ -120,7 +120,7 @@ cdef class KnowledgeBase: cdef vector[float] probs for entity, prob in zip(entities, probabilities): - entity_id_hash = self.strings[entity] + entity_id_hash = self.vocab.strings[entity] if not entity_id_hash in self._entry_index: raise ValueError("Alias '" + alias + "' defined for unknown entity '" + entity + "'") @@ -135,7 +135,7 @@ cdef class KnowledgeBase: def get_candidates(self, unicode alias): """ TODO: where to put this functionality ?""" - cdef hash_t alias_hash = self.strings[alias] + cdef hash_t alias_hash = self.vocab.strings[alias] alias_index = self._alias_index.get(alias_hash) alias_entry = self._aliases_table[alias_index] diff --git a/spacy/tests/pipeline/test_el.py b/spacy/tests/pipeline/test_el.py index 295b35cce2c..379661fc1e4 100644 --- a/spacy/tests/pipeline/test_el.py +++ b/spacy/tests/pipeline/test_el.py @@ -2,11 +2,17 @@ import pytest from spacy.kb import KnowledgeBase +from spacy.lang.en import English -def test_kb_valid_entities(): - """Test the valid construction of a KB with 3 entities and one alias""" - mykb = KnowledgeBase() +@pytest.fixture +def nlp(): + return English() + + +def test_kb_valid_entities(nlp): + """Test the valid construction of a KB with 3 entities and two aliases""" + mykb = KnowledgeBase(nlp.vocab) # adding entities mykb.add_entity(entity_id="Q1", prob=0.9) @@ -22,9 +28,9 @@ def test_kb_valid_entities(): assert(mykb.get_size_aliases() == 2) -def test_kb_invalid_entities(): +def test_kb_invalid_entities(nlp): """Test the invalid construction of a KB with an alias linked to a non-existing entity""" - mykb = KnowledgeBase() + mykb = KnowledgeBase(nlp.vocab) # adding entities mykb.add_entity(entity_id="Q1", prob=0.9) @@ -36,9 +42,9 @@ def test_kb_invalid_entities(): mykb.add_alias(alias="douglas", entities=["Q2", "Q342"], probabilities=[0.8, 0.2]) -def test_kb_invalid_probabilities(): +def test_kb_invalid_probabilities(nlp): """Test the invalid construction of a KB with wrong prior probabilities""" - mykb = KnowledgeBase() + mykb = KnowledgeBase(nlp.vocab) # adding entities mykb.add_entity(entity_id="Q1", prob=0.9) @@ -50,9 +56,9 @@ def test_kb_invalid_probabilities(): mykb.add_alias(alias="douglassss", entities=["Q2", "Q3"], probabilities=[0.8, 0.4]) -def test_kb_invalid_combination(): +def test_kb_invalid_combination(nlp): """Test the invalid construction of a KB with non-matching entity and probability lists""" - mykb = KnowledgeBase() + mykb = KnowledgeBase(nlp.vocab) # adding entities mykb.add_entity(entity_id="Q1", prob=0.9) @@ -64,9 +70,9 @@ def test_kb_invalid_combination(): mykb.add_alias(alias="douglassss", entities=["Q2", "Q3"], probabilities=[0.3, 0.4, 0.1]) -def test_candidate_generation(): +def test_candidate_generation(nlp): """Test correct candidate generation""" - mykb = KnowledgeBase() + mykb = KnowledgeBase(nlp.vocab) # adding entities mykb.add_entity(entity_id="Q1", prob=0.9) From 5b1cd49222cb5ebf7a2156f1d9d29baf122ba4c3 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Fri, 22 Mar 2019 12:05:35 +0100 Subject: [PATCH 57/77] error msg and unit tests for setting kb_id on span --- spacy/errors.py | 5 +++++ spacy/tests/doc/test_span.py | 12 ++++++++++-- spacy/tokens/span.pyx | 11 +++++++++-- 3 files changed, 24 insertions(+), 4 deletions(-) diff --git a/spacy/errors.py b/spacy/errors.py index b63c4691920..955567787fc 100644 --- a/spacy/errors.py +++ b/spacy/errors.py @@ -371,6 +371,11 @@ class Errors(object): "with spacy >= 2.1.0. To fix this, reinstall Python and use a wide " "unicode build instead. You can also rebuild Python and set the " "--enable-unicode=ucs4 flag.") + E131 = ("Cannot write the kb_id of an existing Span object because a Span " + "is a read-only view of the underlying Token objects stored in the Doc. " + "Instead, create a new Span object and specify the `kb_id` keyword argument, " + "for example:\nfrom spacy.tokens import Span\n" + "span = Span(doc, start={start}, end={end}, label='{label}', kb_id='{kb_id}')") @add_codes diff --git a/spacy/tests/doc/test_span.py b/spacy/tests/doc/test_span.py index 087006f26b2..13f7f277184 100644 --- a/spacy/tests/doc/test_span.py +++ b/spacy/tests/doc/test_span.py @@ -172,10 +172,12 @@ def test_span_as_doc(doc): assert span_doc[0].idx == 0 -def test_span_string_label(doc): - span = Span(doc, 0, 1, label="hello") +def test_span_string_label_kb_id(doc): + span = Span(doc, 0, 1, label="hello", kb_id="Q342") assert span.label_ == "hello" assert span.label == doc.vocab.strings["hello"] + assert span.kb_id_ == "Q342" + assert span.kb_id == doc.vocab.strings["Q342"] def test_span_label_readonly(doc): @@ -184,6 +186,12 @@ def test_span_label_readonly(doc): span.label_ = "hello" +def test_span_kb_id_readonly(doc): + span = Span(doc, 0, 1) + with pytest.raises(NotImplementedError): + span.kb_id_ = "Q342" + + def test_span_ents_property(doc): """Test span.ents for the """ doc.ents = [ diff --git a/spacy/tokens/span.pyx b/spacy/tokens/span.pyx index 70e2bbfd576..97b6a1adc7d 100644 --- a/spacy/tokens/span.pyx +++ b/spacy/tokens/span.pyx @@ -111,6 +111,8 @@ cdef class Span: self.end_char = 0 if isinstance(label, basestring_): label = doc.vocab.strings.add(label) + if isinstance(kb_id, basestring_): + kb_id = doc.vocab.strings.add(kb_id) if label not in doc.vocab.strings: raise ValueError(Errors.E084.format(label=label)) self.label = label @@ -662,9 +664,14 @@ cdef class Span: def __get__(self): return self.doc.vocab.strings[self.kb_id] - # TODO: custom error msg like for label_ def __set__(self, unicode kb_id_): - raise NotImplementedError(TempErrors.T007.format(attr='kb_id_')) + if not kb_id_: + kb_id_ = '' + current_label = self.label_ + if not current_label: + current_label = '' + raise NotImplementedError(Errors.E131.format(start=self.start, end=self.end, + label=current_label, kb_id=kb_id_)) cdef int _count_words_to_root(const TokenC* token, int sent_length) except -1: From 7cf0bc9a8cb6c49debd1ad8a9b0004d6f40209f2 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Fri, 22 Mar 2019 12:25:11 +0100 Subject: [PATCH 58/77] delete sandbox folder --- spacy/sandbox_test_sofie/__init__.py | 0 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 spacy/sandbox_test_sofie/__init__.py diff --git a/spacy/sandbox_test_sofie/__init__.py b/spacy/sandbox_test_sofie/__init__.py deleted file mode 100644 index e69de29bb2d..00000000000 From 5318ce88faea0e1f748410103d7b5513b344516f Mon Sep 17 00:00:00 2001 From: svlandeg Date: Fri, 22 Mar 2019 13:55:10 +0100 Subject: [PATCH 59/77] 'entity_linker' instead of 'el' --- examples/pipeline/dummy_entity_linking.py | 2 +- spacy/language.py | 4 ++-- spacy/pipeline/pipes.pyx | 2 +- 3 files changed, 4 insertions(+), 4 deletions(-) diff --git a/examples/pipeline/dummy_entity_linking.py b/examples/pipeline/dummy_entity_linking.py index 43d17c48189..3ffd8ae45a4 100644 --- a/examples/pipeline/dummy_entity_linking.py +++ b/examples/pipeline/dummy_entity_linking.py @@ -39,7 +39,7 @@ def create_kb(vocab): def add_el(kb, nlp): - el_pipe = nlp.create_pipe(name='el', config={"kb": kb}) + el_pipe = nlp.create_pipe(name='entity_linker', config={"kb": kb}) nlp.add_pipe(el_pipe, last=True) for alias in ["Douglas Adams", "Douglas"]: diff --git a/spacy/language.py b/spacy/language.py index 8206406b00e..7c62a91b35b 100644 --- a/spacy/language.py +++ b/spacy/language.py @@ -117,7 +117,7 @@ class Language(object): "tagger": lambda nlp, **cfg: Tagger(nlp.vocab, **cfg), "parser": lambda nlp, **cfg: DependencyParser(nlp.vocab, **cfg), "ner": lambda nlp, **cfg: EntityRecognizer(nlp.vocab, **cfg), - "el": lambda nlp, **cfg: EntityLinker(nlp.vocab, **cfg), + "entity_linker": lambda nlp, **cfg: EntityLinker(nlp.vocab, **cfg), "similarity": lambda nlp, **cfg: SimilarityHook(nlp.vocab, **cfg), "textcat": lambda nlp, **cfg: TextCategorizer(nlp.vocab, **cfg), "sentencizer": lambda nlp, **cfg: SentenceSegmenter(nlp.vocab, **cfg), @@ -215,7 +215,7 @@ def entity(self): @property def linker(self): - return self.get_pipe("el") + return self.get_pipe("entity_linker") @property def matcher(self): diff --git a/spacy/pipeline/pipes.pyx b/spacy/pipeline/pipes.pyx index 98ca9d76d0d..09334948de0 100644 --- a/spacy/pipeline/pipes.pyx +++ b/spacy/pipeline/pipes.pyx @@ -1059,7 +1059,7 @@ cdef class EntityRecognizer(Parser): class EntityLinker(Pipe): - name = 'el' + name = 'entity_linker' @classmethod def Model(cls, nr_class=1, **cfg): From 9751312aff48b70a28a8e52c553d749666675d9c Mon Sep 17 00:00:00 2001 From: svlandeg Date: Fri, 22 Mar 2019 14:15:18 +0100 Subject: [PATCH 60/77] specify unicode strings for python 2.7 --- spacy/tests/pipeline/test_el.py | 50 ++++++++++++++++----------------- 1 file changed, 25 insertions(+), 25 deletions(-) diff --git a/spacy/tests/pipeline/test_el.py b/spacy/tests/pipeline/test_el.py index 379661fc1e4..12c0e89d118 100644 --- a/spacy/tests/pipeline/test_el.py +++ b/spacy/tests/pipeline/test_el.py @@ -15,13 +15,13 @@ def test_kb_valid_entities(nlp): mykb = KnowledgeBase(nlp.vocab) # adding entities - mykb.add_entity(entity_id="Q1", prob=0.9) - mykb.add_entity(entity_id="Q2", prob=0.2) - mykb.add_entity(entity_id="Q3", prob=0.5) + mykb.add_entity(entity_id=u'Q1', prob=0.9) + mykb.add_entity(entity_id=u'Q2', prob=0.2) + mykb.add_entity(entity_id=u'Q3', prob=0.5) # adding aliases - mykb.add_alias(alias="douglas", entities=["Q2", "Q3"], probabilities=[0.8, 0.2]) - mykb.add_alias(alias="adam", entities=["Q2"], probabilities=[0.9]) + mykb.add_alias(alias=u'douglas', entities=[u'Q2', u'Q3'], probabilities=[0.8, 0.2]) + mykb.add_alias(alias=u'adam', entities=[u'Q2'], probabilities=[0.9]) # test the size of the corresponding KB assert(mykb.get_size_entities() == 3) @@ -33,13 +33,13 @@ def test_kb_invalid_entities(nlp): mykb = KnowledgeBase(nlp.vocab) # adding entities - mykb.add_entity(entity_id="Q1", prob=0.9) - mykb.add_entity(entity_id="Q2", prob=0.2) - mykb.add_entity(entity_id="Q3", prob=0.5) + mykb.add_entity(entity_id=u'Q1', prob=0.9) + mykb.add_entity(entity_id=u'Q2', prob=0.2) + mykb.add_entity(entity_id=u'Q3', prob=0.5) # adding aliases - should fail because one of the given IDs is not valid with pytest.raises(ValueError): - mykb.add_alias(alias="douglas", entities=["Q2", "Q342"], probabilities=[0.8, 0.2]) + mykb.add_alias(alias=u'douglas', entities=[u'Q2', u'Q342'], probabilities=[0.8, 0.2]) def test_kb_invalid_probabilities(nlp): @@ -47,13 +47,13 @@ def test_kb_invalid_probabilities(nlp): mykb = KnowledgeBase(nlp.vocab) # adding entities - mykb.add_entity(entity_id="Q1", prob=0.9) - mykb.add_entity(entity_id="Q2", prob=0.2) - mykb.add_entity(entity_id="Q3", prob=0.5) + mykb.add_entity(entity_id=u'Q1', prob=0.9) + mykb.add_entity(entity_id=u'Q2', prob=0.2) + mykb.add_entity(entity_id=u'Q3', prob=0.5) # adding aliases - should fail because the sum of the probabilities exceeds 1 with pytest.raises(ValueError): - mykb.add_alias(alias="douglassss", entities=["Q2", "Q3"], probabilities=[0.8, 0.4]) + mykb.add_alias(alias=u'douglas', entities=[u'Q2', u'Q3'], probabilities=[0.8, 0.4]) def test_kb_invalid_combination(nlp): @@ -61,13 +61,13 @@ def test_kb_invalid_combination(nlp): mykb = KnowledgeBase(nlp.vocab) # adding entities - mykb.add_entity(entity_id="Q1", prob=0.9) - mykb.add_entity(entity_id="Q2", prob=0.2) - mykb.add_entity(entity_id="Q3", prob=0.5) + mykb.add_entity(entity_id=u'Q1', prob=0.9) + mykb.add_entity(entity_id=u'Q2', prob=0.2) + mykb.add_entity(entity_id=u'Q3', prob=0.5) # adding aliases - should fail because the entities and probabilities vectors are not of equal length with pytest.raises(ValueError): - mykb.add_alias(alias="douglassss", entities=["Q2", "Q3"], probabilities=[0.3, 0.4, 0.1]) + mykb.add_alias(alias=u'douglas', entities=[u'Q2', u'Q3'], probabilities=[0.3, 0.4, 0.1]) def test_candidate_generation(nlp): @@ -75,15 +75,15 @@ def test_candidate_generation(nlp): mykb = KnowledgeBase(nlp.vocab) # adding entities - mykb.add_entity(entity_id="Q1", prob=0.9) - mykb.add_entity(entity_id="Q2", prob=0.2) - mykb.add_entity(entity_id="Q3", prob=0.5) + mykb.add_entity(entity_id=u'Q1', prob=0.9) + mykb.add_entity(entity_id=u'Q2', prob=0.2) + mykb.add_entity(entity_id=u'Q3', prob=0.5) # adding aliases - mykb.add_alias(alias="douglas", entities=["Q2", "Q3"], probabilities=[0.8, 0.2]) - mykb.add_alias(alias="adam", entities=["Q2"], probabilities=[0.9]) + mykb.add_alias(alias=u'douglas', entities=[u'Q2', u'Q3'], probabilities=[0.8, 0.2]) + mykb.add_alias(alias=u'adam', entities=[u'Q2'], probabilities=[0.9]) # test the size of the relevant candidates - assert(len(mykb.get_candidates("douglas")) == 2) - assert(len(mykb.get_candidates("adam")) == 1) - assert(len(mykb.get_candidates("shrubbery")) == 0) + assert(len(mykb.get_candidates(u'douglas')) == 2) + assert(len(mykb.get_candidates(u'adam')) == 1) + assert(len(mykb.get_candidates(u'shrubbery')) == 0) From b4cd5d5ee9eab7d339ca6d6be1b416d8a7ca91d0 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Fri, 22 Mar 2019 16:10:49 +0100 Subject: [PATCH 61/77] property annotations for fields with only a getter --- spacy/kb.pyx | 44 ++++++++++++++++++++++---------------------- 1 file changed, 22 insertions(+), 22 deletions(-) diff --git a/spacy/kb.pyx b/spacy/kb.pyx index 186048a4181..912f51afd65 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -11,40 +11,40 @@ cdef class Candidate: self.alias_hash = alias_hash self.prior_prob = prior_prob - property entity_id: + @property + def entity_id(self): """RETURNS (uint64): hash of the entity's KB ID""" - def __get__(self): - return self.entity_id_hash + return self.entity_id_hash - property entity_id_: + @property + def entity_id_(self): """RETURNS (unicode): ID of this entity in the KB""" - def __get__(self): - return self.kb.vocab.strings[self.entity_id] + return self.kb.vocab.strings[self.entity_id] - property entity_name: + @property + def entity_name(self): """RETURNS (uint64): hash of the entity's KB name""" - def __get__(self): - entry_index = self.kb._entry_index.get(self.entity_id) - return self.kb._entries[entry_index].entity_name_hash + entry_index = self.kb._entry_index.get(self.entity_id) + return self.kb._entries[entry_index].entity_name_hash - property entity_name_: + @property + def entity_name_(self): """RETURNS (unicode): name of this entity in the KB""" - def __get__(self): - return self.kb.vocab.strings[self.entity_name] + return self.kb.vocab.strings[self.entity_name] - property alias: + @property + def alias(self): """RETURNS (uint64): hash of the alias""" - def __get__(self): - return self.alias_hash + return self.alias_hash - property alias_: + @property + def alias_(self): """RETURNS (unicode): ID of the original alias""" - def __get__(self): - return self.kb.vocab.strings[self.alias] + return self.kb.vocab.strings[self.alias] - property prior_prob: - def __get__(self): - return self.prior_prob + @property + def prior_prob(self): + return self.prior_prob cdef class KnowledgeBase: From 9de9900510c7536d72e8efbdee8d9804674b7646 Mon Sep 17 00:00:00 2001 From: svlandeg Date: Fri, 22 Mar 2019 16:18:04 +0100 Subject: [PATCH 62/77] adding future import unicode literals to .py files --- examples/pipeline/dummy_entity_linking.py | 2 ++ spacy/tests/pipeline/test_el.py | 2 ++ 2 files changed, 4 insertions(+) diff --git a/examples/pipeline/dummy_entity_linking.py b/examples/pipeline/dummy_entity_linking.py index 3ffd8ae45a4..84f5ea00372 100644 --- a/examples/pipeline/dummy_entity_linking.py +++ b/examples/pipeline/dummy_entity_linking.py @@ -1,4 +1,6 @@ # coding: utf-8 +from __future__ import unicode_literals + """Demonstrate how to build a simple knowledge base and run an Entity Linking algorithm. Currently still a bit of a dummy algorithm: taking simply the entity with highest probability for a given alias """ diff --git a/spacy/tests/pipeline/test_el.py b/spacy/tests/pipeline/test_el.py index 12c0e89d118..d68c84592f8 100644 --- a/spacy/tests/pipeline/test_el.py +++ b/spacy/tests/pipeline/test_el.py @@ -1,4 +1,6 @@ # coding: utf-8 +from __future__ import unicode_literals + import pytest from spacy.kb import KnowledgeBase From 46f4eb5db30bbbdff6d48c80067fe50aca4ddd3a Mon Sep 17 00:00:00 2001 From: svlandeg Date: Fri, 22 Mar 2019 16:55:05 +0100 Subject: [PATCH 63/77] error and warning messages --- spacy/errors.py | 7 +++++++ spacy/kb.pyx | 18 ++++++++---------- 2 files changed, 15 insertions(+), 10 deletions(-) diff --git a/spacy/errors.py b/spacy/errors.py index 955567787fc..5f964114ec5 100644 --- a/spacy/errors.py +++ b/spacy/errors.py @@ -80,6 +80,8 @@ class Warnings(object): "the v2.x models cannot release the global interpreter lock. " "Future versions may introduce a `n_process` argument for " "parallel inference via multiprocessing.") + W017 = ("Alias '{alias}' already exists in the Knowledge base.") + W018 = ("Entity '{entity}' already exists in the Knowledge base.") @add_codes @@ -376,6 +378,11 @@ class Errors(object): "Instead, create a new Span object and specify the `kb_id` keyword argument, " "for example:\nfrom spacy.tokens import Span\n" "span = Span(doc, start={start}, end={end}, label='{label}', kb_id='{kb_id}')") + E132 = ("The vectors for entities and probabilities for alias '{alias}' should have equal length, " + "but found {entities_length} and {probabilities_length} respectively.") + E133 = ("The sum of prior probabilities for alias '{alias}' should not exceed 1, " + "but found {sum}.") + E134 = ("Alias '{alias}' defined for unknown entity '{entity}'.") @add_codes diff --git a/spacy/kb.pyx b/spacy/kb.pyx index 912f51afd65..a6a8ca9ba70 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -1,6 +1,6 @@ # cython: profile=True # coding: utf8 -from spacy.errors import user_warning +from spacy.errors import Errors, Warnings, user_warning cdef class Candidate: @@ -77,7 +77,7 @@ cdef class KnowledgeBase: # Return if this entity was added before if id_hash in self._entry_index: - user_warning("Entity " + entity_id + " already exists in the KB") + user_warning(Warnings.W018.format(entity=entity_id)) return cdef int32_t dummy_value = 342 @@ -96,22 +96,20 @@ cdef class KnowledgeBase: # Throw an error if the length of entities and probabilities are not the same if not len(entities) == len(probabilities): - raise ValueError("The vectors for entities and probabilities for alias '" + alias - + "' should have equal length, but found " - + str(len(entities)) + " and " + str(len(probabilities)) + "respectively.") - + raise ValueError(Errors.E132.format(alias=alias, + entities_length=len(entities), + probabilities_length=len(probabilities))) # Throw an error if the probabilities sum up to more than 1 prob_sum = sum(probabilities) if prob_sum > 1: - raise ValueError("The sum of prior probabilities for alias '" + alias + "' should not exceed 1, " - + "but found " + str(prob_sum)) + raise ValueError(Errors.E133.format(alias=alias, sum=prob_sum)) cdef hash_t alias_hash = self.vocab.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") + user_warning(Warnings.W017.format(alias=alias)) return cdef hash_t entity_hash @@ -122,7 +120,7 @@ cdef class KnowledgeBase: for entity, prob in zip(entities, probabilities): entity_id_hash = self.vocab.strings[entity] if not entity_id_hash in self._entry_index: - raise ValueError("Alias '" + alias + "' defined for unknown entity '" + entity + "'") + raise ValueError(Errors.E134.format(alias=alias, entity=entity)) entry_index = self._entry_index.get(entity_id_hash) entry_indices.push_back(int(entry_index)) From ffebdad08d24aa780947d39b7cd1ff0d48bf0ce8 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spaCy"](https://www.datacamp.com/courses/advanced-nlp-with-spacy) +course on DataCamp we created the first official spaCy cheat sheet! A handy +two-page reference to the most important concepts and features, from loading +models and accessing linguistic annotations, to custom pipeline components and +rule-based matching. + +

    + + + ## Features {#features} In the documentation, you'll come across mentions of spaCy's features and From 5944cf10c7b2b7ea399d51dde58cb811a8c3b8b8 Mon Sep 17 00:00:00 2001 From: Ines Montani Date: Sat, 23 Mar 2019 16:34:23 +0100 Subject: [PATCH 65/77] Add blog post to v2.1 page --- website/docs/usage/v2-1.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/website/docs/usage/v2-1.md b/website/docs/usage/v2-1.md index 271440dbaf1..6e32d0a103b 100644 --- a/website/docs/usage/v2-1.md +++ b/website/docs/usage/v2-1.md @@ -13,6 +13,8 @@ design changes introduced in [v2.0](/usage/v2). As well as smaller models, faster runtime, and many bug fixes, v2.1 also introduces experimental support for some exciting new NLP innovations. For the full changelog, see the [release notes on GitHub](https://github.com/explosion/spaCy/releases/tag/v2.1.0). +For more details and a behind-the-scenes look at the new release, +[see our blog post](https://explosion.ai/blog/spacy-v2-1). ### BERT/ULMFit/Elmo-style pre-training {#pretraining tag="experimental"} From c8c1baaea8ff84305c90a1170899a4dcc91f1b65 Mon Sep 17 00:00:00 2001 From: Ines Montani Date: Mon, 25 Mar 2019 12:17:03 +0100 Subject: [PATCH 66/77] Update binderVersion --- website/meta/site.json | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/meta/site.json b/website/meta/site.json index 4323d799171..1820ff5df0a 100644 --- a/website/meta/site.json +++ b/website/meta/site.json @@ -29,7 +29,7 @@ "spacyVersion": "2.1", "binderUrl": "ines/spacy-io-binder", "binderBranch": "live", - "binderVersion": "2.1.2", + "binderVersion": "2.1.3", "sections": [ { "id": "usage", "title": "Usage Documentation", "theme": "blue" }, { "id": "models", "title": "Models 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zT+;hPT9ln-K0hmOX+rCVzSzt3dFFPj)%6&PValqXr^k(J@5_6^E*MM}G7J({Y)tWM zUayJkTqH#g_%*G6mn9Vjj}nqV{&gL_9KtPG3DO^w>`Zsb~LkqLd0o!c!N1F{n$T z`L=Lkighu$VRVl%3`x~q)ppo(&1(*<5yyPxM91MrUpu6Cwpk>e6Lbn*-514Wdrcxe z;zvwtM4ZgcaZsaM&O|Ib9Nr&*cl!ORr4jE;=y=nHW+z^H%xXAMp+}=Ys6?Y6_~&S@ h0WPfissjNFDE*3}%RbXl0ERWdTUiyE3TbG-{{eeivJe0O From 297a051992aa72be09e09f4600a7a71e619d2943 Mon Sep 17 00:00:00 2001 From: Wannaphong Phatthiyaphaibun Date: Mon, 25 Mar 2019 22:53:26 +0700 Subject: [PATCH 68/77] Update Thai tag map (#3480) * Update Thai tag map Update Thai tag map * Create wannaphongcom.md --- .github/contributors/wannaphongcom.md | 106 ++++++++++++++++++++++++++ spacy/lang/th/tag_map.py | 6 +- 2 files changed, 111 insertions(+), 1 deletion(-) create mode 100644 .github/contributors/wannaphongcom.md diff --git a/.github/contributors/wannaphongcom.md b/.github/contributors/wannaphongcom.md new file mode 100644 index 00000000000..67aae7063c6 --- /dev/null +++ b/.github/contributors/wannaphongcom.md @@ -0,0 +1,106 @@ +# spaCy contributor agreement + +This spaCy Contributor Agreement (**"SCA"**) is based on the +[Oracle Contributor Agreement](http://www.oracle.com/technetwork/oca-405177.pdf). +The SCA applies to any contribution that you make to any product or project +managed by us (the **"project"**), and sets out the intellectual property rights +you grant to us in the contributed materials. The term **"us"** shall mean +[ExplosionAI UG (haftungsbeschränkt)](https://explosion.ai/legal). The term +**"you"** shall mean the person or entity identified below. + +If you agree to be bound by these terms, fill in the information requested +below and include the filled-in version with your first pull request, under the +folder [`.github/contributors/`](/.github/contributors/). The name of the file +should be your GitHub username, with the extension `.md`. For example, the user +example_user would create the file `.github/contributors/example_user.md`. + +Read this agreement carefully before signing. These terms and conditions +constitute a binding legal agreement. + +## Contributor Agreement + +1. The term "contribution" or "contributed materials" means any source code, +object code, patch, tool, sample, graphic, specification, manual, +documentation, or any other material posted or submitted by you to the project. + +2. With respect to any worldwide copyrights, or copyright applications and +registrations, in your contribution: + + * you hereby assign to us joint ownership, and to the extent that such + assignment is or becomes invalid, ineffective or unenforceable, you hereby + grant to us a perpetual, irrevocable, non-exclusive, worldwide, no-charge, + royalty-free, unrestricted license to exercise all rights under those + copyrights. This includes, at our option, the right to sublicense these same + rights to third parties through multiple levels of sublicensees or other + licensing arrangements; + + * you agree that each of us can do all things in relation to your + contribution as if each of us were the sole owners, and if one of us makes + a derivative work of your contribution, the one who makes the derivative + work (or has it made will be the sole owner of that derivative work; + + * you agree that you will not assert any moral rights in your contribution + against us, our licensees or transferees; + + * you agree that we may register a copyright in your contribution and + exercise all ownership rights associated with it; and + + * you agree that neither of us has any duty to consult with, obtain the + consent of, pay or render an accounting to the other for any use or + distribution of your contribution. + +3. With respect to any patents you own, or that you can license without payment +to any third party, you hereby grant to us a perpetual, irrevocable, +non-exclusive, worldwide, no-charge, royalty-free license to: + + * make, have made, use, sell, offer to sell, import, and otherwise transfer + your contribution in whole or in part, alone or in combination with or + included in any product, work or materials arising out of the project to + which your contribution was submitted, and + + * at our option, to sublicense these same rights to third parties through + multiple levels of sublicensees or other licensing arrangements. + +4. Except as set out above, you keep all right, title, and interest in your +contribution. The rights that you grant to us under these terms are effective +on the date you first submitted a contribution to us, even if your submission +took place before the date you sign these terms. + +5. You covenant, represent, warrant and agree that: + + * Each contribution that you submit is and shall be an original work of + authorship and you can legally grant the rights set out in this SCA; + + * to the best of your knowledge, each contribution will not violate any + third party's copyrights, trademarks, patents, or other intellectual + property rights; and + + * each contribution shall be in compliance with U.S. export control laws and + other applicable export and import laws. You agree to notify us if you + become aware of any circumstance which would make any of the foregoing + representations inaccurate in any respect. We may publicly disclose your + participation in the project, including the fact that you have signed the SCA. + +6. This SCA is governed by the laws of the State of California and applicable +U.S. Federal law. Any choice of law rules will not apply. + +7. Please place an “x” on one of the applicable statement below. Please do NOT +mark both statements: + + * [x] I am signing on behalf of myself as an individual and no other person + or entity, including my employer, has or will have rights with respect my + contributions. + + * [ ] I am signing on behalf of my employer or a legal entity and I have the + actual authority to contractually bind that entity. + +## Contributor Details + +| Field | Entry | +|------------------------------- | -------------------- | +| Name | Wannaphong Phatthiyaphaibun | +| Company name (if applicable) | | +| Title or role (if applicable) | | +| Date | 25-3-2019 | +| GitHub username | wannaphongcom | +| Website (optional) | | diff --git a/spacy/lang/th/tag_map.py b/spacy/lang/th/tag_map.py index 873ba65fcd4..6515ffe05c6 100644 --- a/spacy/lang/th/tag_map.py +++ b/spacy/lang/th/tag_map.py @@ -1,7 +1,7 @@ # encoding: utf8 from __future__ import unicode_literals -from ...symbols import POS, NOUN, PRON, ADJ, ADV, INTJ, PROPN, DET, NUM, AUX +from ...symbols import POS, NOUN, PRON, ADJ, ADV, INTJ, PROPN, DET, NUM, AUX,VERB from ...symbols import ADP, CCONJ, PART, PUNCT, SPACE, SCONJ # Source: Korakot Chaovavanich @@ -16,6 +16,9 @@ "CMTR": {POS: NOUN}, "CFQC": {POS: NOUN}, "CVBL": {POS: NOUN}, + # VERB + "VACT":{POS:VERB}, + "VSTA":{POS:VERB}, # PRON "PRON": {POS: PRON}, "NPRP": {POS: PRON}, @@ -78,6 +81,7 @@ "EAFF": {POS: PART}, "AITT": {POS: PART}, "NEG": {POS: PART}, + "EITT": {POS: PART}, # PUNCT "PUNCT": {POS: PUNCT}, "PUNC": {POS: PUNCT}, From 9e14b2b69fa1e8a065eb451a06141a1dcdb0d902 Mon Sep 17 00:00:00 2001 From: Ines Montani Date: Mon, 25 Mar 2019 18:01:54 +0100 Subject: [PATCH 69/77] Add Estonian to docs [ci skip] (closes #3482) --- website/meta/languages.json | 1 + 1 file changed, 1 insertion(+) diff --git a/website/meta/languages.json b/website/meta/languages.json index 600500c7acd..defb08037b6 100644 --- a/website/meta/languages.json +++ b/website/meta/languages.json @@ -117,6 +117,7 @@ { "code": "sk", "name": "Slovak" }, { "code": "sl", "name": "Slovenian" }, { "code": "sq", "name": "Albanian" }, + { "code": "et", "name": "Estonian" }, { "code": "th", "name": "Thai", From 8814b9010d139f92bc817378eace25e24a817b7e Mon Sep 17 00:00:00 2001 From: svlandeg Date: Mon, 25 Mar 2019 18:10:41 +0100 Subject: [PATCH 70/77] entity as one field instead of both ID and name --- examples/pipeline/dummy_entity_linking.py | 18 ++++---- spacy/kb.pxd | 15 +++---- spacy/kb.pyx | 50 ++++++++--------------- spacy/pipeline/pipes.pyx | 2 +- spacy/tests/pipeline/test_el.py | 30 +++++++------- 5 files changed, 49 insertions(+), 66 deletions(-) diff --git a/examples/pipeline/dummy_entity_linking.py b/examples/pipeline/dummy_entity_linking.py index 84f5ea00372..88415d0408a 100644 --- a/examples/pipeline/dummy_entity_linking.py +++ b/examples/pipeline/dummy_entity_linking.py @@ -12,27 +12,27 @@ def create_kb(vocab): kb = KnowledgeBase(vocab=vocab) # adding entities - entity_0 = "Q1004791" + entity_0 = "Q1004791_Douglas" print("adding entity", entity_0) - kb.add_entity(entity_id=entity_0, entity_name="Douglas", prob=0.5) + kb.add_entity(entity=entity_0, prob=0.5) - entity_1 = "Q42" + entity_1 = "Q42_Douglas_Adams" print("adding entity", entity_1) - kb.add_entity(entity_id=entity_1, entity_name="Douglas Adams", prob=0.5) + kb.add_entity(entity=entity_1, prob=0.5) - entity_2 = "Q5301561" + entity_2 = "Q5301561_Douglas_Haig" print("adding entity", entity_2) - kb.add_entity(entity_id=entity_2, entity_name="Douglas Haig", prob=0.5) + kb.add_entity(entity=entity_2, prob=0.5) # adding aliases print() alias_0 = "Douglas" print("adding alias", alias_0) - kb.add_alias(alias=alias_0, entities=["Q1004791", "Q42", "Q5301561"], probabilities=[0.1, 0.6, 0.2]) + kb.add_alias(alias=alias_0, entities=[entity_0, entity_1, entity_2], probabilities=[0.1, 0.6, 0.2]) alias_1 = "Douglas Adams" print("adding alias", alias_1) - kb.add_alias(alias=alias_1, entities=["Q42"], probabilities=[0.9]) + kb.add_alias(alias=alias_1, entities=[entity_1], probabilities=[0.9]) print() print("kb size:", len(kb), kb.get_size_entities(), kb.get_size_aliases()) @@ -49,7 +49,7 @@ def add_el(kb, nlp): print() print(len(candidates), "candidate(s) for", alias, ":") for c in candidates: - print(" ", c.entity_id_, c.entity_name_, c.prior_prob) + print(" ", c.entity_, c.prior_prob) text = "In The Hitchhiker's Guide to the Galaxy, written by Douglas Adams, " \ "Douglas reminds us to always bring our towel. " \ diff --git a/spacy/kb.pxd b/spacy/kb.pxd index dc6701b89f8..e34a0a9ba02 100644 --- a/spacy/kb.pxd +++ b/spacy/kb.pxd @@ -14,8 +14,7 @@ from .typedefs cimport hash_t cdef struct _EntryC: # The hash of this entry's unique ID and name in the kB - hash_t entity_id_hash - hash_t entity_name_hash + hash_t entity_hash # Allows retrieval of one or more vectors. # Each element of vector_rows should be an index into a vectors table. @@ -48,7 +47,7 @@ cdef struct _AliasC: cdef class Candidate: cdef readonly KnowledgeBase kb - cdef hash_t entity_id_hash + cdef hash_t entity_hash cdef hash_t alias_hash cdef float prior_prob @@ -97,7 +96,7 @@ cdef class KnowledgeBase: # optional data, we can let users configure a DB as the backend for this. cdef object _features_table - cdef inline int64_t c_add_entity(self, hash_t entity_id_hash, hash_t entity_name_hash, float prob, + cdef inline int64_t c_add_entity(self, hash_t entity_hash, float prob, int32_t* vector_rows, int feats_row): """Add an entry to the knowledge base.""" # This is what we'll map the hash key to. It's where the entry will sit @@ -105,13 +104,12 @@ cdef class KnowledgeBase: cdef int64_t new_index = self._entries.size() self._entries.push_back( _EntryC( - entity_id_hash=entity_id_hash, - entity_name_hash=entity_name_hash, + entity_hash=entity_hash, vector_rows=vector_rows, feats_row=feats_row, prob=prob )) - self._entry_index[entity_id_hash] = new_index + self._entry_index[entity_hash] = new_index return new_index cdef inline int64_t c_add_aliases(self, hash_t alias_hash, vector[int64_t] entry_indices, vector[float] probs): @@ -136,8 +134,7 @@ cdef class KnowledgeBase: self.vocab.strings.add("") self._entries.push_back( _EntryC( - entity_id_hash=self.vocab.strings[""], - entity_name_hash=self.vocab.strings[""], + entity_hash=self.vocab.strings[""], vector_rows=&dummy_value, feats_row=dummy_value, prob=dummy_value diff --git a/spacy/kb.pyx b/spacy/kb.pyx index a6a8ca9ba70..3a0a8b91833 100644 --- a/spacy/kb.pyx +++ b/spacy/kb.pyx @@ -5,32 +5,21 @@ from spacy.errors import Errors, Warnings, user_warning cdef class Candidate: - def __init__(self, KnowledgeBase kb, entity_id_hash, alias_hash, prior_prob): + def __init__(self, KnowledgeBase kb, entity_hash, alias_hash, prior_prob): self.kb = kb - self.entity_id_hash = entity_id_hash + self.entity_hash = entity_hash self.alias_hash = alias_hash self.prior_prob = prior_prob @property - def entity_id(self): - """RETURNS (uint64): hash of the entity's KB ID""" - return self.entity_id_hash + def entity(self): + """RETURNS (uint64): hash of the entity's KB ID/name""" + return self.entity_hash @property - def entity_id_(self): - """RETURNS (unicode): ID of this entity in the KB""" - return self.kb.vocab.strings[self.entity_id] - - @property - def entity_name(self): - """RETURNS (uint64): hash of the entity's KB name""" - entry_index = self.kb._entry_index.get(self.entity_id) - return self.kb._entries[entry_index].entity_name_hash - - @property - def entity_name_(self): - """RETURNS (unicode): name of this entity in the KB""" - return self.kb.vocab.strings[self.entity_name] + def entity_(self): + """RETURNS (unicode): ID/name of this entity in the KB""" + return self.kb.vocab.strings[self.entity] @property def alias(self): @@ -65,28 +54,25 @@ cdef class KnowledgeBase: def get_size_aliases(self): return self._aliases_table.size() - 1 # not counting dummy element on index 0 - def add_entity(self, unicode entity_id, unicode entity_name=None, float prob=0.5, vectors=None, features=None): + def add_entity(self, unicode entity, float prob=0.5, vectors=None, features=None): """ Add an entity to the KB. Return the hash of the entity ID at the end """ - if not entity_name: - entity_name = entity_id - cdef hash_t id_hash = self.vocab.strings.add(entity_id) - cdef hash_t name_hash = self.vocab.strings.add(entity_name) + cdef hash_t entity_hash = self.vocab.strings.add(entity) # Return if this entity was added before - if id_hash in self._entry_index: - user_warning(Warnings.W018.format(entity=entity_id)) + if entity_hash in self._entry_index: + user_warning(Warnings.W018.format(entity=entity)) return cdef int32_t dummy_value = 342 - self.c_add_entity(entity_id_hash=id_hash, entity_name_hash=name_hash, prob=prob, + self.c_add_entity(entity_hash=entity_hash, prob=prob, vector_rows=&dummy_value, feats_row=dummy_value) # TODO self._vectors_table.get_pointer(vectors), # self._features_table.get(features)) - return id_hash + return entity_hash def add_alias(self, unicode alias, entities, probabilities): """ @@ -118,11 +104,11 @@ cdef class KnowledgeBase: cdef vector[float] probs for entity, prob in zip(entities, probabilities): - entity_id_hash = self.vocab.strings[entity] - if not entity_id_hash in self._entry_index: + entity_hash = self.vocab.strings[entity] + if not entity_hash in self._entry_index: raise ValueError(Errors.E134.format(alias=alias, entity=entity)) - entry_index = self._entry_index.get(entity_id_hash) + entry_index = self._entry_index.get(entity_hash) entry_indices.push_back(int(entry_index)) probs.push_back(float(prob)) @@ -138,7 +124,7 @@ cdef class KnowledgeBase: alias_entry = self._aliases_table[alias_index] return [Candidate(kb=self, - entity_id_hash=self._entries[entry_index].entity_id_hash, + entity_hash=self._entries[entry_index].entity_hash, alias_hash=alias_hash, prior_prob=prob) for (entry_index, prob) in zip(alias_entry.entry_indices, alias_entry.probs) diff --git a/spacy/pipeline/pipes.pyx b/spacy/pipeline/pipes.pyx index 09334948de0..70cc46bfe6e 100644 --- a/spacy/pipeline/pipes.pyx +++ b/spacy/pipeline/pipes.pyx @@ -1096,7 +1096,7 @@ class EntityLinker(Pipe): if candidates: best_candidate = max(candidates, key=lambda c: c.prior_prob) for token in ent: - token.ent_kb_id_ = best_candidate.entity_id_ + token.ent_kb_id_ = best_candidate.entity_ def get_loss(self, docs, golds, scores): # TODO diff --git a/spacy/tests/pipeline/test_el.py b/spacy/tests/pipeline/test_el.py index d68c84592f8..61baece68be 100644 --- a/spacy/tests/pipeline/test_el.py +++ b/spacy/tests/pipeline/test_el.py @@ -17,9 +17,9 @@ def test_kb_valid_entities(nlp): mykb = KnowledgeBase(nlp.vocab) # adding entities - mykb.add_entity(entity_id=u'Q1', prob=0.9) - mykb.add_entity(entity_id=u'Q2', prob=0.2) - mykb.add_entity(entity_id=u'Q3', prob=0.5) + mykb.add_entity(entity=u'Q1', prob=0.9) + mykb.add_entity(entity=u'Q2') + mykb.add_entity(entity=u'Q3', prob=0.5) # adding aliases mykb.add_alias(alias=u'douglas', entities=[u'Q2', u'Q3'], probabilities=[0.8, 0.2]) @@ -35,9 +35,9 @@ def test_kb_invalid_entities(nlp): mykb = KnowledgeBase(nlp.vocab) # adding entities - mykb.add_entity(entity_id=u'Q1', prob=0.9) - mykb.add_entity(entity_id=u'Q2', prob=0.2) - mykb.add_entity(entity_id=u'Q3', prob=0.5) + mykb.add_entity(entity=u'Q1', prob=0.9) + mykb.add_entity(entity=u'Q2', prob=0.2) + mykb.add_entity(entity=u'Q3', prob=0.5) # adding aliases - should fail because one of the given IDs is not valid with pytest.raises(ValueError): @@ -49,9 +49,9 @@ def test_kb_invalid_probabilities(nlp): mykb = KnowledgeBase(nlp.vocab) # adding entities - mykb.add_entity(entity_id=u'Q1', prob=0.9) - mykb.add_entity(entity_id=u'Q2', prob=0.2) - mykb.add_entity(entity_id=u'Q3', prob=0.5) + mykb.add_entity(entity=u'Q1', prob=0.9) + mykb.add_entity(entity=u'Q2', prob=0.2) + mykb.add_entity(entity=u'Q3', prob=0.5) # adding aliases - should fail because the sum of the probabilities exceeds 1 with pytest.raises(ValueError): @@ -63,9 +63,9 @@ def test_kb_invalid_combination(nlp): mykb = KnowledgeBase(nlp.vocab) # adding entities - mykb.add_entity(entity_id=u'Q1', prob=0.9) - mykb.add_entity(entity_id=u'Q2', prob=0.2) - mykb.add_entity(entity_id=u'Q3', prob=0.5) + mykb.add_entity(entity=u'Q1', prob=0.9) + mykb.add_entity(entity=u'Q2', prob=0.2) + mykb.add_entity(entity=u'Q3', prob=0.5) # adding aliases - should fail because the entities and probabilities vectors are not of equal length with pytest.raises(ValueError): @@ -77,9 +77,9 @@ def test_candidate_generation(nlp): mykb = KnowledgeBase(nlp.vocab) # adding entities - mykb.add_entity(entity_id=u'Q1', prob=0.9) - mykb.add_entity(entity_id=u'Q2', prob=0.2) - mykb.add_entity(entity_id=u'Q3', prob=0.5) + mykb.add_entity(entity=u'Q1', prob=0.9) + mykb.add_entity(entity=u'Q2', prob=0.2) + mykb.add_entity(entity=u'Q3', prob=0.5) # adding aliases mykb.add_alias(alias=u'douglas', entities=[u'Q2', u'Q3'], probabilities=[0.8, 0.2]) From 1db3e47509bf497eeceec69d061416e31a2a9056 Mon Sep 17 00:00:00 2001 From: Bharat Raghunathan Date: Thu, 28 Mar 2019 17:18:02 +0530 Subject: [PATCH 71/77] DOC: Update tokenizer docs to include default value for batch_size in pipe (#3492) --- spacy/tokenizer.pyx | 1 + website/docs/api/tokenizer.md | 2 +- 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/spacy/tokenizer.pyx b/spacy/tokenizer.pyx index e390a72b902..70a693ba1d9 100644 --- a/spacy/tokenizer.pyx +++ b/spacy/tokenizer.pyx @@ -131,6 +131,7 @@ cdef class Tokenizer: texts: A sequence of unicode texts. batch_size (int): Number of texts to accumulate in an internal buffer. + Defaults to 1000. YIELDS (Doc): A sequence of Doc objects, in order. DOCS: https://spacy.io/api/tokenizer#pipe diff --git a/website/docs/api/tokenizer.md b/website/docs/api/tokenizer.md index 50f4fceaec7..3bec5b16599 100644 --- a/website/docs/api/tokenizer.md +++ b/website/docs/api/tokenizer.md @@ -64,7 +64,7 @@ Tokenize a stream of texts. | Name | Type | Description | | ------------ | ----- | -------------------------------------------------------- | | `texts` | - | A sequence of unicode texts. | -| `batch_size` | int | The number of texts to accumulate in an internal buffer. | +| `batch_size` | int | The number of texts to accumulate in an internal buffer. Defaults to `1000`.| | **YIELDS** | `Doc` | A sequence of Doc objects, in order. | ## Tokenizer.find_infix {#find_infix tag="method"} From 5a7bc6b39deba2ead3ea9d0d6b9af3c88f9f483b Mon Sep 17 00:00:00 2001 From: Duygu Altinok Date: Thu, 28 Mar 2019 13:23:33 +0100 Subject: [PATCH 72/77] Fix/irreg adverbs extension (#3499) * extended list of irreg adverbs * added test to exceptions * fixed typo --- spacy/lang/en/lemmatizer/_adverbs_irreg.py | 18 ++++++++++++++++++ spacy/tests/lang/en/test_exceptions.py | 6 ++++++ 2 files changed, 24 insertions(+) diff --git a/spacy/lang/en/lemmatizer/_adverbs_irreg.py b/spacy/lang/en/lemmatizer/_adverbs_irreg.py index 4f0b479b865..4499b2a1381 100644 --- a/spacy/lang/en/lemmatizer/_adverbs_irreg.py +++ b/spacy/lang/en/lemmatizer/_adverbs_irreg.py @@ -5,9 +5,27 @@ ADVERBS_IRREG = { "best": ("well",), "better": ("well",), + "closer": ("close",), + "closest": ("close",), "deeper": ("deeply",), + "earlier": ("early",), + "earliest": ("early",), "farther": ("far",), "further": ("far",), + "faster": ("fast",), + "fastest": ("fast",), "harder": ("hard",), "hardest": ("hard",), + "longer": ("long",), + "longest": ("long",), + "nearer": ("near",), + "nearest": ("near",), + "nigher": ("nigh",), + "nighest": ("nigh",), + "quicker": ("quick",), + "quickest": ("quick",), + "slower": ("slow",), + "slowest": ("slowest",), + "sooner": ("soon",), + "soonest": ("soon",) } diff --git a/spacy/tests/lang/en/test_exceptions.py b/spacy/tests/lang/en/test_exceptions.py index 6285a94089d..b360b517eb9 100644 --- a/spacy/tests/lang/en/test_exceptions.py +++ b/spacy/tests/lang/en/test_exceptions.py @@ -124,3 +124,9 @@ def test_en_tokenizer_norm_exceptions(en_tokenizer, text, norms): def test_en_lex_attrs_norm_exceptions(en_tokenizer, text, norm): tokens = en_tokenizer(text) assert tokens[0].norm_ == norm + + +@pytest.mark.parametrize("text", ["faster", "fastest", "better", "best"]) +def test_en_lemmatizer_handles_irreg_adverbs(en_tokenizer, text): + tokens = en_tokenizer(text) + assert tokens[0].lemma_ in ["fast", "well"] From 06a18463795f4c3244e1d88623277fea9b7a26fc Mon Sep 17 00:00:00 2001 From: Samuel Kane Date: Thu, 28 Mar 2019 08:24:47 -0400 Subject: [PATCH 73/77] fix(util): fix decaying function output (#3495) * fix(util): fix decaying function output * fix(util): better test and adhere to code standards * fix(util): correct variable name, pytestify test, update website text --- .github/contributors/SamuelLKane.md | 104 +++++++++++++++++++++++ spacy/tests/regression/test_issue3447.py | 10 +++ spacy/util.py | 9 +- website/docs/api/top-level.md | 8 +- 4 files changed, 121 insertions(+), 10 deletions(-) create mode 100644 .github/contributors/SamuelLKane.md create mode 100644 spacy/tests/regression/test_issue3447.py diff --git a/.github/contributors/SamuelLKane.md b/.github/contributors/SamuelLKane.md new file mode 100644 index 00000000000..9c74dcd1539 --- /dev/null +++ b/.github/contributors/SamuelLKane.md @@ -0,0 +1,104 @@ +# spaCy contributor agreement + +This spaCy Contributor Agreement (**"SCA"**) is based on the +[Oracle Contributor Agreement](http://www.oracle.com/technetwork/oca-405177.pdf). +The SCA applies to any contribution that you make to any product or project +managed by us (the **"project"**), and sets out the intellectual property rights +you grant to us in the contributed materials. The term **"us"** shall mean +[ExplosionAI GmbH](https://explosion.ai/legal). The term +**"you"** shall mean the person or entity identified below. + +If you agree to be bound by these terms, fill in the information requested +below and include the filled-in version with your first pull request, under the +folder [`.github/contributors/`](/.github/contributors/). The name of the file +should be your GitHub username, with the extension `.md`. For example, the user +example_user would create the file `.github/contributors/example_user.md`. + +Read this agreement carefully before signing. These terms and conditions +constitute a binding legal agreement. + +## Contributor Agreement + +1. The term "contribution" or "contributed materials" means any source code, +object code, patch, tool, sample, graphic, specification, manual, +documentation, or any other material posted or submitted by you to the project. + +2. 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With respect to any patents you own, or that you can license without payment +to any third party, you hereby grant to us a perpetual, irrevocable, +non-exclusive, worldwide, no-charge, royalty-free license to: + + * make, have made, use, sell, offer to sell, import, and otherwise transfer + your contribution in whole or in part, alone or in combination with or + included in any product, work or materials arising out of the project to + which your contribution was submitted, and + + * at our option, to sublicense these same rights to third parties through + multiple levels of sublicensees or other licensing arrangements. + +4. Except as set out above, you keep all right, title, and interest in your +contribution. The rights that you grant to us under these terms are effective +on the date you first submitted a contribution to us, even if your submission +took place before the date you sign these terms. + +5. You covenant, represent, warrant and agree that: + + * Each contribution that you submit is and shall be an original work of + authorship and you can legally grant the rights set out in this SCA; + + * to the best of your knowledge, each contribution will not violate any + third party's copyrights, trademarks, patents, or other intellectual + property rights; and + + * each contribution shall be in compliance with U.S. export control laws and + other applicable export and import laws. You agree to notify us if you + become aware of any circumstance which would make any of the foregoing + representations inaccurate in any respect. We may publicly disclose your + participation in the project, including the fact that you have signed the SCA. + +6. This SCA is governed by the laws of the State of California and applicable +U.S. Federal law. Any choice of law rules will not apply. + +7. Please place an “x” on one of the applicable statement below. Please do NOT +mark both statements: + + * [x] I am signing on behalf of myself as an individual and no other person + or entity, including my employer, has or will have rights with respect to my + contributions. + + * [ ] I am signing on behalf of my employer or a legal entity and I have the + actual authority to contractually bind that entity. + +## Contributor Details + +| Field | Entry | +|------------------------------- | -------------------- | +| Name | Samuel Kane | +| Date | 3/20/19 | +| GitHub username | SamuelLKane | +| Website (optional) | samuel-kane.com | \ No newline at end of file diff --git a/spacy/tests/regression/test_issue3447.py b/spacy/tests/regression/test_issue3447.py new file mode 100644 index 00000000000..bfe71669a9d --- /dev/null +++ b/spacy/tests/regression/test_issue3447.py @@ -0,0 +1,10 @@ +from spacy.util import decaying + +def test_decaying(): + sizes = decaying(10., 1., .5) + size = next(sizes) + assert size == 10. + size = next(sizes) + assert size == 10. - 0.5 + size = next(sizes) + assert size == 10. - 0.5 - 0.5 diff --git a/spacy/util.py b/spacy/util.py index 7a36fe958c7..1cea8b6caa6 100644 --- a/spacy/util.py +++ b/spacy/util.py @@ -507,13 +507,10 @@ def clip(value): def decaying(start, stop, decay): """Yield an infinite series of linearly decaying values.""" - def clip(value): - return max(value, stop) if (start > stop) else min(value, stop) - - nr_upd = 1.0 + curr = float(start) while True: - yield clip(start * 1.0 / (1.0 + decay * nr_upd)) - nr_upd += 1 + yield max(curr, stop) + curr -= (decay) def minibatch_by_words(items, size, tuples=True, count_words=len): diff --git a/website/docs/api/top-level.md b/website/docs/api/top-level.md index ff125d2eb2f..57af729f0b4 100644 --- a/website/docs/api/top-level.md +++ b/website/docs/api/top-level.md @@ -622,10 +622,10 @@ Yield an infinite series of linearly decaying values. > #### Example > > ```python -> sizes = decaying(1., 10., 0.001) -> assert next(sizes) == 1. -> assert next(sizes) == 1. - 0.001 -> assert next(sizes) == 0.999 - 0.001 +> sizes = decaying(10., 1., 0.001) +> assert next(sizes) == 10. +> assert next(sizes) == 10. - 0.001 +> assert next(sizes) == 9.999 - 0.001 > ``` | Name | Type | Description | From 74e738dd4d842ef55a61c8e8476ae8cde4a168d1 Mon Sep 17 00:00:00 2001 From: David Date: Thu, 28 Mar 2019 15:13:19 +0100 Subject: [PATCH 74/77] adds textpipe to universe (#3500) [ci skip] * Adds textpipe to universe * signed contributor agreement * Adjust formatting, code style and use "standalone" category --- .github/contributors/graus.md | 107 ++++++++++++++++++++++++++++++++++ website/meta/universe.json | 30 ++++++++++ 2 files changed, 137 insertions(+) create mode 100644 .github/contributors/graus.md diff --git a/.github/contributors/graus.md b/.github/contributors/graus.md new file mode 100644 index 00000000000..3848dfeec29 --- /dev/null +++ b/.github/contributors/graus.md @@ -0,0 +1,107 @@ +# spaCy contributor agreement + +This spaCy Contributor Agreement (**"SCA"**) is based on the +[Oracle Contributor Agreement](http://www.oracle.com/technetwork/oca-405177.pdf). +The SCA applies to any contribution that you make to any product or project +managed by us (the **"project"**), and sets out the intellectual property rights +you grant to us in the contributed materials. The term **"us"** shall mean +[ExplosionAI GmbH](https://explosion.ai/legal). The term +**"you"** shall mean the person or entity identified below. + +If you agree to be bound by these terms, fill in the information requested +below and include the filled-in version with your first pull request, under the +folder [`.github/contributors/`](/.github/contributors/). The name of the file +should be your GitHub username, with the extension `.md`. For example, the user +example_user would create the file `.github/contributors/example_user.md`. + +Read this agreement carefully before signing. These terms and conditions +constitute a binding legal agreement. + +## Contributor Agreement + +1. The term "contribution" or "contributed materials" means any source code, +object code, patch, tool, sample, graphic, specification, manual, +documentation, or any other material posted or submitted by you to the project. + +2. With respect to any worldwide copyrights, or copyright applications and +registrations, in your contribution: + + * you hereby assign to us joint ownership, and to the extent that such + assignment is or becomes invalid, ineffective or unenforceable, you hereby + grant to us a perpetual, irrevocable, non-exclusive, worldwide, no-charge, + royalty-free, unrestricted license to exercise all rights under those + copyrights. This includes, at our option, the right to sublicense these same + rights to third parties through multiple levels of sublicensees or other + licensing arrangements; + + * you agree that each of us can do all things in relation to your + contribution as if each of us were the sole owners, and if one of us makes + a derivative work of your contribution, the one who makes the derivative + work (or has it made will be the sole owner of that derivative work; + + * you agree that you will not assert any moral rights in your contribution + against us, our licensees or transferees; + + * you agree that we may register a copyright in your contribution and + exercise all ownership rights associated with it; and + + * you agree that neither of us has any duty to consult with, obtain the + consent of, pay or render an accounting to the other for any use or + distribution of your contribution. + +3. With respect to any patents you own, or that you can license without payment +to any third party, you hereby grant to us a perpetual, irrevocable, +non-exclusive, worldwide, no-charge, royalty-free license to: + + * make, have made, use, sell, offer to sell, import, and otherwise transfer + your contribution in whole or in part, alone or in combination with or + included in any product, work or materials arising out of the project to + which your contribution was submitted, and + + * at our option, to sublicense these same rights to third parties through + multiple levels of sublicensees or other licensing arrangements. + +4. Except as set out above, you keep all right, title, and interest in your +contribution. The rights that you grant to us under these terms are effective +on the date you first submitted a contribution to us, even if your submission +took place before the date you sign these terms. + +5. You covenant, represent, warrant and agree that: + + * Each contribution that you submit is and shall be an original work of + authorship and you can legally grant the rights set out in this SCA; + + * to the best of your knowledge, each contribution will not violate any + third party's copyrights, trademarks, patents, or other intellectual + property rights; and + + * each contribution shall be in compliance with U.S. export control laws and + other applicable export and import laws. You agree to notify us if you + become aware of any circumstance which would make any of the foregoing + representations inaccurate in any respect. We may publicly disclose your + participation in the project, including the fact that you have signed the SCA. + +6. This SCA is governed by the laws of the State of California and applicable +U.S. Federal law. Any choice of law rules will not apply. + +7. Please place an “x” on one of the applicable statement below. Please do NOT +mark both statements: + + * [x] I am signing on behalf of myself as an individual and no other person + or entity, including my employer, has or will have rights with respect to my + contributions. + + * [ ] I am signing on behalf of my employer or a legal entity and I have the + actual authority to contractually bind that entity. + +## Contributor Details + +| Field | Entry | +|------------------------------- | -------------------- | +| Name | David Graus | +| Company name (if applicable) | | +| Title or role (if applicable) | | +| Date | 28.03.2019 | +| GitHub username | graus | +| Website (optional) | graus.nu | + diff --git a/website/meta/universe.json b/website/meta/universe.json index e81654a07db..94d3e9319e3 100644 --- a/website/meta/universe.json +++ b/website/meta/universe.json @@ -554,6 +554,36 @@ }, "category": ["standalone"] }, + { + "id": "textpipe", + "slogan": "clean and extract metadata from text", + "description": "`textpipe` is a Python package for converting raw text in to clean, readable text and extracting metadata from that text. Its functionalities include transforming raw text into readable text by removing HTML tags and extracting metadata such as the number of words and named entities from the text.", + "github": "textpipe/textpipe", + "pip": "textpipe", + "author": "Textpipe Contributors", + "author_links": { + "github": "textpipe", + "website": "https://github.com/textpipe/textpipe/blob/master/CONTRIBUTORS.md" + }, + "category": ["standalone"], + "tags": ["text-processing", "named-entity-recognition"], + "thumb": "https://avatars0.githubusercontent.com/u/40492530", + "code_example": [ + "from textpipe import doc, pipeline", + "sample_text = 'Sample text! '", + "document = doc.Doc(sample_text)", + "print(document.clean)", + "'Sample text!'", + "print(document.language)", + "# 'en'", + "print(document.nwords)", + "# 2", + "", + "pipe = pipeline.Pipeline(['CleanText', 'NWords'])", + "print(pipe(sample_text))", + "# {'CleanText': 'Sample text!', 'NWords': 2}" + ] + }, { "id": "mordecai", "slogan": "Full text geoparsing using spaCy, Geonames and Keras", From 7d033a7b89f2815e9219ac353a01a98044984c72 Mon Sep 17 00:00:00 2001 From: Ines Montani Date: Thu, 28 Mar 2019 15:26:01 +0100 Subject: [PATCH 75/77] Fix met a description in universe projects [ci skip] --- website/gatsby-node.js | 2 ++ 1 file changed, 2 insertions(+) diff --git a/website/gatsby-node.js b/website/gatsby-node.js index ddc060b0138..4aaf5f45e51 100644 --- a/website/gatsby-node.js +++ b/website/gatsby-node.js @@ -40,6 +40,7 @@ exports.createPages = ({ graphql, actions }) => { resources { id title + slogan } categories { label @@ -178,6 +179,7 @@ exports.createPages = ({ graphql, actions }) => { slug: slug, isIndex: false, title: page.title || page.id, + teaser: page.slogan, data: { ...page, isProject: true }, ...universeContext, }, From 914b9ff3d2275311e9a23f0a7a88e80431408bb4 Mon Sep 17 00:00:00 2001 From: Hiromu Hota Date: Thu, 28 Mar 2019 08:17:31 -0700 Subject: [PATCH 76/77] Tags are joined with a comma and padded with asterisks (#3491) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit ## Description Fix a bug in the test of JapaneseTokenizer. This PR may require @polm's review. ### Types of change Bug fix ## Checklist - [x] I have submitted the spaCy Contributor Agreement. - [x] I ran the tests, and all new and existing tests passed. - [x] My changes don't require a change to the documentation, or if they do, I've added all required information. --- .github/contributors/HiromuHota.md | 106 ++++++++++++++++++++++++++ spacy/tests/lang/ja/test_tokenizer.py | 10 +-- 2 files changed, 111 insertions(+), 5 deletions(-) create mode 100644 .github/contributors/HiromuHota.md diff --git a/.github/contributors/HiromuHota.md b/.github/contributors/HiromuHota.md new file mode 100644 index 00000000000..24dfb1d7b70 --- /dev/null +++ b/.github/contributors/HiromuHota.md @@ -0,0 +1,106 @@ +# spaCy contributor agreement + +This spaCy Contributor Agreement (**"SCA"**) is based on the +[Oracle Contributor Agreement](http://www.oracle.com/technetwork/oca-405177.pdf). +The SCA applies to any contribution that you make to any product or project +managed by us (the **"project"**), and sets out the intellectual property rights +you grant to us in the contributed materials. The term **"us"** shall mean +[ExplosionAI GmbH](https://explosion.ai/legal). The term +**"you"** shall mean the person or entity identified below. + +If you agree to be bound by these terms, fill in the information requested +below and include the filled-in version with your first pull request, under the +folder [`.github/contributors/`](/.github/contributors/). The name of the file +should be your GitHub username, with the extension `.md`. For example, the user +example_user would create the file `.github/contributors/example_user.md`. + +Read this agreement carefully before signing. These terms and conditions +constitute a binding legal agreement. + +## Contributor Agreement + +1. The term "contribution" or "contributed materials" means any source code, +object code, patch, tool, sample, graphic, specification, manual, +documentation, or any other material posted or submitted by you to the project. + +2. With respect to any worldwide copyrights, or copyright applications and +registrations, in your contribution: + + * you hereby assign to us joint ownership, and to the extent that such + assignment is or becomes invalid, ineffective or unenforceable, you hereby + grant to us a perpetual, irrevocable, non-exclusive, worldwide, no-charge, + royalty-free, unrestricted license to exercise all rights under those + copyrights. This includes, at our option, the right to sublicense these same + rights to third parties through multiple levels of sublicensees or other + licensing arrangements; + + * you agree that each of us can do all things in relation to your + contribution as if each of us were the sole owners, and if one of us makes + a derivative work of your contribution, the one who makes the derivative + work (or has it made will be the sole owner of that derivative work; + + * you agree that you will not assert any moral rights in your contribution + against us, our licensees or transferees; + + * you agree that we may register a copyright in your contribution and + exercise all ownership rights associated with it; and + + * you agree that neither of us has any duty to consult with, obtain the + consent of, pay or render an accounting to the other for any use or + distribution of your contribution. + +3. With respect to any patents you own, or that you can license without payment +to any third party, you hereby grant to us a perpetual, irrevocable, +non-exclusive, worldwide, no-charge, royalty-free license to: + + * make, have made, use, sell, offer to sell, import, and otherwise transfer + your contribution in whole or in part, alone or in combination with or + included in any product, work or materials arising out of the project to + which your contribution was submitted, and + + * at our option, to sublicense these same rights to third parties through + multiple levels of sublicensees or other licensing arrangements. + +4. Except as set out above, you keep all right, title, and interest in your +contribution. The rights that you grant to us under these terms are effective +on the date you first submitted a contribution to us, even if your submission +took place before the date you sign these terms. + +5. You covenant, represent, warrant and agree that: + + * Each contribution that you submit is and shall be an original work of + authorship and you can legally grant the rights set out in this SCA; + + * to the best of your knowledge, each contribution will not violate any + third party's copyrights, trademarks, patents, or other intellectual + property rights; and + + * each contribution shall be in compliance with U.S. export control laws and + other applicable export and import laws. You agree to notify us if you + become aware of any circumstance which would make any of the foregoing + representations inaccurate in any respect. We may publicly disclose your + participation in the project, including the fact that you have signed the SCA. + +6. This SCA is governed by the laws of the State of California and applicable +U.S. Federal law. Any choice of law rules will not apply. + +7. Please place an “x” on one of the applicable statement below. Please do NOT +mark both statements: + + * [ ] I am signing on behalf of myself as an individual and no other person + or entity, including my employer, has or will have rights with respect to my + contributions. + + * [x] I am signing on behalf of my employer or a legal entity and I have the + actual authority to contractually bind that entity. + +## Contributor Details + +| Field | Entry | +|------------------------------- | -------------------- | +| Name | Hiromu Hota | +| Company name (if applicable) | Hitachi America, Ltd.| +| Title or role (if applicable) | Researcher | +| Date | 2019-03-25 | +| GitHub username | HiromuHota | +| Website (optional) | | diff --git a/spacy/tests/lang/ja/test_tokenizer.py b/spacy/tests/lang/ja/test_tokenizer.py index 87a34318598..c95e7bc4016 100644 --- a/spacy/tests/lang/ja/test_tokenizer.py +++ b/spacy/tests/lang/ja/test_tokenizer.py @@ -14,11 +14,11 @@ ] TAG_TESTS = [ - ("日本語だよ", ['日本語だよ', '名詞-固有名詞-地名-国', '名詞-普通名詞-一般', '助動詞', '助詞-終助詞']), - ("東京タワーの近くに住んでいます。", ['名詞-固有名詞-地名-一般', '名詞-普通名詞-一般', '助詞-格助詞', '名詞-普通名詞-副詞可能', '助詞-格助詞', '動詞-一般', '助詞-接続助詞', '動詞-非自立可能', '助動詞', '補助記号-句点']), - ("吾輩は猫である。", ['代名詞', '助詞-係助詞', '名詞-普通名詞-一般', '助動詞', '動詞-非自立可能', '補助記号-句点']), - ("月に代わって、お仕置きよ!", ['名詞-普通名詞-助数詞可能', '助詞-格助詞', '動詞-一般', '助詞-接続助詞', '補助記号-読点', '接頭辞', '名詞-普通名詞-一般', '助詞-終助詞', '補助記号-句点 ']), - ("すもももももももものうち", ['名詞-普通名詞-一般', '助詞-係助詞', '名詞-普通名詞-一般', '助詞-係助詞', '名詞-普通名詞-一般', '助詞-格助詞', '名詞-普通名詞-副詞可能']) + ("日本語だよ", ['名詞,固有名詞,地名,国', '名詞,普通名詞,一般,*', '助動詞,*,*,*', '助詞,終助詞,*,*']), + ("東京タワーの近くに住んでいます。", ['名詞,固有名詞,地名,一般', '名詞,普通名詞,一般,*', '助詞,格助詞,*,*', '名詞,普通名詞,副詞可能,*', '助詞,格助詞,*,*', '動詞,一般,*,*', '助詞,接続助詞,*,*', '動詞,非自立可能,*,*', '助動詞,*,*,*', '補助記号,句点,*,*']), + ("吾輩は猫である。", ['代名詞,*,*,*', '助詞,係助詞,*,*', '名詞,普通名詞,一般,*', '助動詞,*,*,*', '動詞,非自立可能,*,*', '補助記号,句点,*,*']), + ("月に代わって、お仕置きよ!", ['名詞,普通名詞,助数詞可能,*', '助詞,格助詞,*,*', '動詞,一般,*,*', '助詞,接続助詞,*,*', '補助記号,読点,*,*', '接頭辞,*,*,*', '名詞,普通名詞,一般,*', '助詞,終助詞,*,*', '補助記号,句点,*,*']), + ("すもももももももものうち", ['名詞,普通名詞,一般,*', '助詞,係助詞,*,*', '名詞,普通名詞,一般,*', '助詞,係助詞,*,*', '名詞,普通名詞,一般,*', '助詞,格助詞,*,*', '名詞,普通名詞,副詞可能,*']) ] POS_TESTS = [ From 037ffdfd3fa275b6b4303ee0617f3d26475a900f Mon Sep 17 00:00:00 2001 From: Ines Montani Date: Sat, 30 Mar 2019 20:32:03 +0100 Subject: [PATCH 77/77] Add spaCy IRL to landing [ci skip] --- website/src/components/landing.js | 20 ++++++++-- website/src/images/spacy-irl.jpg | Bin 0 -> 77173 bytes website/src/styles/landing.module.sass | 6 ++- website/src/widgets/landing.js | 51 ++++++++++++------------- 4 files changed, 46 insertions(+), 31 deletions(-) create mode 100644 website/src/images/spacy-irl.jpg diff --git a/website/src/components/landing.js b/website/src/components/landing.js index e845348206b..16c342e3f80 100644 --- a/website/src/components/landing.js +++ b/website/src/components/landing.js @@ -75,14 +75,28 @@ export const LandingBannerGrid = ({ children }) => ( ) -export const LandingBanner = ({ title, label, to, button, small, background, color, children }) => { +export const LandingBanner = ({ + title, + label, + to, + button, + small, + background, + backgroundImage, + color, + children, +}) => { const contentClassNames = classNames(classes.bannerContent, { [classes.bannerContentSmall]: small, }) const textClassNames = classNames(classes.bannerText, { [classes.bannerTextSmall]: small, }) - const style = { '--color-theme': background, '--color-back': color } + const style = { + '--color-theme': background, + '--color-back': color, + backgroundImage: backgroundImage ? `url(${backgroundImage})` : null, + } const Heading = small ? H2 : H1 return (
    @@ -113,7 +127,7 @@ export const LandingBanner = ({ title, label, to, button, small, background, col export const LandingBannerButton = ({ to, small, children }) => (
    -
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The new pretrain command teaches - spaCy's CNN model to predict words based on their context, producing - representations of words in contexts. If you've seen Google's BERT system or - fast.ai's ULMFiT, spaCy's pretraining is similar – but much more efficient. It's - still experimental, but users are already reporting good results, so give it a - try! + We're pleased to invite the spaCy community and other folks working on Natural + Language Processing to Berlin this summer for a small and intimate event{' '} + July 5-6, 2019. The event includes a hands-on training day for + teams using spaCy in production, followed by a one-track conference. We booked a + beautiful venue, hand-picked an awesome lineup of speakers and scheduled plenty + of social time to get to know each other and exchange ideas. { - spaCy v2.0 features new neural models for tagging,{' '} - parsing and entity recognition. The models have - been designed and implemented from scratch specifically for spaCy, to give you an - unmatched balance of speed, size and accuracy. A novel bloom embedding strategy with - subword features is used to support huge vocabularies in tiny tables. Convolutional - layers with residual connections, layer normalization and maxout non-linearity are - used, giving much better efficiency than the standard BiLSTM solution. Finally, the - parser and NER use an imitation learning objective to deliver accuracy in-line with - the latest research systems, even when evaluated from raw text. With these - innovations, spaCy v2.0's models are 10× smaller,{' '} - 20% more accurate, and - even cheaper to run than the previous generation. + Learn more from small training corpora by initializing your models with{' '} + knowledge from raw text. The new pretrain command teaches spaCy's + CNN model to predict words based on their context, producing representations of + words in contexts. If you've seen Google's BERT system or fast.ai's ULMFiT, spaCy's + pretraining is similar – but much more efficient. It's still experimental, but users + are already reporting good results, so give it a try!

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