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b/tests/utils/test_span_getters.py |
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import pytest |
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from confit import validate_arguments |
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import edsnlp |
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import edsnlp.pipes as eds |
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from edsnlp.utils.span_getters import ( |
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ContextWindow, |
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get_spans, |
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make_span_context_getter, |
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validate_span_setter, |
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) |
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def test_span_context_getter(lang): |
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nlp = edsnlp.blank(lang) |
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nlp.add_pipe("eds.normalizer") |
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nlp.add_pipe("eds.sentences") |
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nlp.add_pipe("eds.matcher", config={"terms": {"sentence": "sentence"}}) |
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doc = nlp( |
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"This is a sentence. " |
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"This is another sentence. " |
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"This is a third one. " |
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"Last sentence." |
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) |
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span_getter = make_span_context_getter( |
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context_words=2, |
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context_sents=1, |
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) |
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assert [span_getter(s).text for s in doc.ents] == [ |
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"This is a sentence. This", |
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"This is another sentence. This", |
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". Last sentence.", |
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] |
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span_getter = make_span_context_getter( |
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context_words=0, |
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context_sents=1, |
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) |
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assert [span_getter(s).text for s in doc.ents] == [ |
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"This is a sentence.", |
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"This is another sentence.", |
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"Last sentence.", |
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] |
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span_getter = make_span_context_getter( |
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context_words=0, |
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context_sents=2, |
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) |
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assert [span_getter(s).text for s in doc.ents] == [ |
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"This is a sentence. This is another sentence.", |
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"This is a sentence. This is another sentence. This is a third one.", |
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"This is a third one. Last sentence.", |
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] |
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def test_span_getter_on_span(): |
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nlp = edsnlp.blank("eds") |
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nlp.add_pipe(eds.sentences()) |
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nlp.add_pipe( |
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eds.matcher( |
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terms={"animal": ["snake", "dog"]}, |
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span_setter=["ents", "animals"], |
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) |
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) |
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doc = nlp( |
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"There was a snake. " |
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"His friend was a dog. " |
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"He liked baking cakes. " |
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"But since he had no hands, he was a bad baker. " |
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) |
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sents = list(doc.sents) |
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assert str(list(get_spans(sents[0], validate_span_setter("ents")))) == "[snake]" |
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assert str(list(get_spans(sents[0], validate_span_setter("animals")))) == "[snake]" |
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assert str(list(get_spans(doc[5:], validate_span_setter("animals")))) == "[dog]" |
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assert str(list(get_spans(doc[5:], validate_span_setter("*")))) == "[dog]" |
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def test_span_context_getter_asymmetric(lang): |
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nlp = edsnlp.blank(lang) |
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nlp.add_pipe("eds.normalizer") |
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nlp.add_pipe("eds.sentences") |
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nlp.add_pipe("eds.matcher", config={"terms": {"animal": "kangaroo"}}) |
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doc = nlp( |
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"This is a sentence. " |
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"This is another sentence with a kangaroo. " |
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"This is a third one. " |
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"Last sentence." |
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) |
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span_getter = make_span_context_getter(context_words=2, context_sents=0) |
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assert [span_getter(s).text for s in doc.ents] == [ |
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"with a kangaroo. This", |
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] |
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span_getter = make_span_context_getter(context_words=(2, 1), context_sents=0) |
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assert [span_getter(s).text for s in doc.ents] == [ |
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"with a kangaroo.", |
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] |
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span_getter = make_span_context_getter(context_words=(1, 2), context_sents=0) |
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assert [span_getter(s).text for s in doc.ents] == [ |
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"a kangaroo. This", |
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] |
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span_getter = make_span_context_getter(context_words=0, context_sents=(1, 2)) |
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assert [span_getter(s).text for s in doc.ents] == [ |
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"This is another sentence with a kangaroo. This is a third one.", |
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] |
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span_getter = make_span_context_getter(context_words=0, context_sents=(2, 2)) |
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assert [span_getter(s).text for s in doc.ents] == [ |
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"This is a sentence. This is another sentence with a kangaroo. This is a third one." # noqa: E501 |
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] |
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span_getter = make_span_context_getter(context_words=0, context_sents=(1, 1)) |
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assert [span_getter(s).text for s in doc.ents] == [ |
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"This is another sentence with a kangaroo." |
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] |
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span_getter = make_span_context_getter(context_words=(1000, 0), context_sents=0) |
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assert [span_getter(s).text for s in doc.ents] == [ |
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"This is a sentence. This is another sentence with a kangaroo" |
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] |
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span_getter = make_span_context_getter( |
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context_words=(1000, 0), context_sents=(1, 2) |
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) |
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assert [span_getter(s).text for s in doc.ents] == [ |
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"This is a sentence. This is another sentence with a kangaroo. This is a third one." # noqa: E501 |
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] |
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def test_context_getter_syntax(): |
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@validate_arguments |
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def get_snippet(span, context: ContextWindow): |
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return context(span) |
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nlp = edsnlp.blank("eds") |
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nlp.add_pipe("eds.normalizer") |
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nlp.add_pipe("eds.sentences") |
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nlp.add_pipe("eds.matcher", config={"terms": {"dog": "dog"}}) |
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doc = nlp( |
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"There was a snake. " |
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"His friend was a dog. " |
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"He liked baking cakes. " |
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"But since he had no hands, he was a bad baker. " |
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) |
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assert ( |
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get_snippet(doc.ents[0], "words[-5:5]").text |
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== ". His friend was a dog. He liked baking cakes" |
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) |
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assert get_snippet(doc.ents[0], "words[-5:5] & sent").text == "His friend was a dog" |
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assert ( |
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get_snippet(doc.ents[0], "words[-5:8] | sents[-1:1]").text |
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== "There was a snake. His friend was a dog. He liked baking cakes. " |
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"But since" |
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) |
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def test_invalid_context_getter_syntax(): |
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@validate_arguments |
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def apply_context(context: ContextWindow): |
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pass |
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apply_context("sents[-2:2]") |
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with pytest.raises(ValueError): |
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apply_context("stuff[-2:2]") |