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Reproduction for PatternMatcher bug
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from typing import Union, Iterable, Optional, List | |
import spacy | |
from prodigy import recipe, get_stream | |
from prodigy.models.matcher import PatternMatcher | |
from prodigy.types import RecipeSettingsType | |
from prodigy.util import get_labels | |
@recipe( | |
"textcat.manual_patterns", | |
# fmt: off | |
dataset=("Dataset to save annotations to", "positional", None, str), | |
source=("Data to annotate (file path or '-' to read from standard input)", "positional", None, str), | |
spacy_model=("Loadable spaCy pipeline or blank:lang (e.g. blank:en)", "positional", None, str), | |
labels=("Comma-separated label(s) to annotate or text file with one label per line", "option", "l", get_labels), | |
patterns=("Path to match patterns file", "option", "pt", str), | |
# fmt: on | |
) | |
def manual( | |
dataset: str, | |
source: Union[str, Iterable[dict]], | |
spacy_model: str, | |
labels: Optional[List[str]] = None, | |
patterns: Optional[str] = None, | |
) -> RecipeSettingsType: | |
stream = get_stream(source, rehash=True, dedup=True, input_key="text") | |
nlp = spacy.load(spacy_model) | |
matcher = PatternMatcher( | |
nlp, | |
label_span=False, | |
label_task=True, | |
combine_matches=True, | |
all_examples=True | |
) | |
matcher = matcher.from_disk(patterns) | |
stream = list(matcher(stream)) | |
return { | |
"view_id": "choice", | |
"dataset": dataset, | |
"stream": stream, | |
"config": { | |
"labels": labels, | |
"choice_style": "multiple", | |
"choice_auto_accept": False, | |
"exclude_by": "task", | |
"auto_count_stream": True, | |
}, | |
} |
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{"text": "no match"} | |
{"text": "something went wrong"} | |
{"text": "test this thing"} |
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{"pattern": "test", "label": "Label1"} | |
{"pattern": "something", "label": "Label2"} |
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