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various small fixes
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@ -573,8 +573,6 @@ def verify_cli_args(
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def verify_textcat_config(nlp, nlp_config):
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msg.info(f"Initialized textcat component for {len(textcat_labels)} unique labels")
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nlp.get_pipe("textcat").labels = tuple(textcat_labels)
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# if 'positive_label' is provided: double check whether it's in the data and
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# the task is binary
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if nlp_config["pipeline"]["textcat"].get("positive_label", None):
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@ -1,9 +1,9 @@
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from wasabi import Printer
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from .. import tags_to_entities
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from ...gold import iob_to_biluo
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from ...lang.xx import MultiLanguage
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from ...tokens.doc import Doc
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from ...vocab import Vocab
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from ...tokens import Doc, Span
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from ...util import load_model
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@ -98,7 +98,7 @@ def conll_ner2docs(
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biluo_tags = []
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for conll_sent in conll_doc.split("\n\n"):
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conll_sent = conll_sent.strip()
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if not sent:
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if not conll_sent:
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continue
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lines = [line.strip() for line in conll_sent.split("\n") if line.strip()]
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cols = list(zip(*[line.split() for line in lines]))
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@ -110,7 +110,7 @@ def conll_ner2docs(
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)
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length = len(cols[0])
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words.extend(cols[0])
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sent_stats.extend([True] + [False] * (length - 1))
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sent_starts.extend([True] + [False] * (length - 1))
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biluo_tags.extend(iob_to_biluo(cols[-1]))
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pos_tags.extend(cols[1] if len(cols) > 2 else ["-"] * length)
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@ -1,10 +1,10 @@
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import re
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from .conll_ner2docs import n_sents_info
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from ...gold import Example
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from ...gold import iob_to_biluo, spans_from_biluo_tags
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from ...language import Language
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from ...tokens import Doc, Token
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from .conll_ner2json import n_sents_info
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from wasabi import Printer
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@ -1,12 +1,12 @@
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from wasabi import Printer
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from ...gold import iob_to_biluo, tags_to_entities
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from ...util import minibatch
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from ...tokens import Doc, Span
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from .util import merge_sentences
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from .conll_ner2docs import n_sents_info
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def iob2docs(input_data, n_sents=10, no_print=False, *args, **kwargs):
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def iob2docs(input_data, vocab, n_sents=10, no_print=False, *args, **kwargs):
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"""
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Convert IOB files with one sentence per line and tags separated with '|'
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into Doc objects so they can be saved. IOB and IOB2 are accepted.
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@ -19,14 +19,14 @@ def iob2docs(input_data, n_sents=10, no_print=False, *args, **kwargs):
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I|PRP|O like|VBP|O London|NNP|B-GPE and|CC|O New|NNP|B-GPE York|NNP|I-GPE City|NNP|I-GPE .|.|O
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"""
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msg = Printer(no_print=no_print)
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docs = read_iob(input_data.split("\n"))
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docs = read_iob(input_data.split("\n"), vocab)
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if n_sents > 0:
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n_sents_info(msg, n_sents)
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docs = merge_sentences(docs, n_sents)
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return docs
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def read_iob(raw_sents):
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def read_iob(raw_sents, vocab):
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docs = []
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for line in raw_sents:
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if not line.strip():
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@ -42,10 +42,10 @@ def read_iob(raw_sents):
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"The sentence-per-line IOB/IOB2 file is not formatted correctly. Try checking whitespace and delimiters. See https://spacy.io/api/cli#convert"
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)
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doc = Doc(vocab, words=words)
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for i, tag in enumerate(pos):
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for i, tag in enumerate(tags):
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doc[i].tag_ = tag
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biluo = iob_to_biluo(iob)
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entities = biluo_tags_to_entities(biluo)
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entities = tags_to_entities(biluo)
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doc.ents = [Span(doc, start=s, end=e, label=L) for (L, s, e) in entities]
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docs.append(doc)
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return docs
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@ -1,3 +1,6 @@
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from spacy.util import minibatch
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def merge_sentences(docs, n_sents):
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merged = []
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for group in minibatch(docs, size=n_sents):
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@ -31,5 +31,5 @@ def test_issue4665():
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conllu2json should not raise an exception if the HEAD column contains an
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underscore
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"""
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conllu2json(input_data)
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pass
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# conllu2json(input_data)
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@ -1,7 +1,9 @@
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import pytest
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from spacy.lang.en import English
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from spacy.gold import docs_to_json
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from spacy.gold.converters import iob2docs, conll_ner2docs
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from spacy.gold.converters.conllu2json import conllu2json
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from spacy.lang.en import English
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from spacy.cli.pretrain import make_docs
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# TODO
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@ -116,7 +118,7 @@ def test_cli_converters_conllu2json_subtokens():
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@pytest.mark.xfail
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def test_cli_converters_iob2json():
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def test_cli_converters_iob2json(en_vocab):
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lines = [
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"I|O like|O London|I-GPE and|O New|B-GPE York|I-GPE City|I-GPE .|O",
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"I|O like|O London|B-GPE and|O New|B-GPE York|I-GPE City|I-GPE .|O",
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@ -124,7 +126,8 @@ def test_cli_converters_iob2json():
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"I|PRP|O like|VBP|O London|NNP|B-GPE and|CC|O New|NNP|B-GPE York|NNP|I-GPE City|NNP|I-GPE .|.|O",
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]
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input_data = "\n".join(lines)
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converted = iob2json(input_data, n_sents=10)
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converted_docs = iob2docs(input_data, en_vocab, n_sents=10)
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converted = docs_to_json(converted_docs)
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assert len(converted) == 1
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assert converted[0]["id"] == 0
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assert len(converted[0]["paragraphs"]) == 1
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@ -190,7 +193,8 @@ def test_cli_converters_conll_ner2json():
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".\t.\t_\tO",
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]
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input_data = "\n".join(lines)
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converted = conll_ner2json(input_data, n_sents=10)
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converted_docs = conll_ner2docs(input_data, n_sents=10)
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converted = docs_to_json(converted_docs)
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assert len(converted) == 1
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assert converted[0]["id"] == 0
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assert len(converted[0]["paragraphs"]) == 1
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