spaCy/spacy/tests/doc/test_underscore.py
Edward ca75190a3d
Custom extensions for spans with equal boundaries (#11429)
* Init

* Fix return type for mypy

* adjust types and improve setting new attributes

* Add underscore changes to json conversion

* Add test and underscore changes to from_docs

* add underscore changes and test to span.to_doc

* update return values

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* Add types to function

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* adjust formatting

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* shorten return type

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>

* add helper function to improve readability

* Improve code and add comments

* rerun azure tests

* Fix tests for json conversion

Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-12-12 08:55:53 +01:00

293 lines
9.8 KiB
Python

import pytest
from mock import Mock
from spacy.tokens import Doc, Span, Token
from spacy.tokens.underscore import Underscore
# Helper functions
def _get_tuple(s: Span):
return "._.", "span_extension", s.start_char, s.end_char, s.label, s.kb_id, s.id
@pytest.fixture(scope="function", autouse=True)
def clean_underscore():
# reset the Underscore object after the test, to avoid having state copied across tests
yield
Underscore.doc_extensions = {}
Underscore.span_extensions = {}
Underscore.token_extensions = {}
def test_create_doc_underscore():
doc = Mock()
doc.doc = doc
uscore = Underscore(Underscore.doc_extensions, doc)
assert uscore._doc is doc
assert uscore._start is None
assert uscore._end is None
def test_doc_underscore_getattr_setattr():
doc = Mock()
doc.doc = doc
doc.user_data = {}
Underscore.doc_extensions["hello"] = (False, None, None, None)
doc._ = Underscore(Underscore.doc_extensions, doc)
assert doc._.hello is False
doc._.hello = True
assert doc._.hello is True
def test_create_span_underscore():
span = Mock(doc=Mock(), start=0, end=2)
uscore = Underscore(
Underscore.span_extensions, span, start=span.start, end=span.end
)
assert uscore._doc is span.doc
assert uscore._start is span.start
assert uscore._end is span.end
def test_span_underscore_getter_setter():
span = Mock(doc=Mock(), start=0, end=2)
Underscore.span_extensions["hello"] = (
None,
None,
lambda s: (s.start, "hi"),
lambda s, value: setattr(s, "start", value),
)
span._ = Underscore(
Underscore.span_extensions, span, start=span.start, end=span.end
)
assert span._.hello == (0, "hi")
span._.hello = 1
assert span._.hello == (1, "hi")
def test_token_underscore_method():
token = Mock(doc=Mock(), idx=7, say_cheese=lambda token: "cheese")
Underscore.token_extensions["hello"] = (None, token.say_cheese, None, None)
token._ = Underscore(Underscore.token_extensions, token, start=token.idx)
assert token._.hello() == "cheese"
@pytest.mark.parametrize("obj", [Doc, Span, Token])
def test_doc_underscore_remove_extension(obj):
ext_name = "to_be_removed"
obj.set_extension(ext_name, default=False)
assert obj.has_extension(ext_name)
obj.remove_extension(ext_name)
assert not obj.has_extension(ext_name)
@pytest.mark.parametrize("obj", [Doc, Span, Token])
def test_underscore_raises_for_dup(obj):
obj.set_extension("test", default=None)
with pytest.raises(ValueError):
obj.set_extension("test", default=None)
@pytest.mark.parametrize(
"invalid_kwargs",
[
{"getter": None, "setter": lambda: None},
{"default": None, "method": lambda: None, "getter": lambda: None},
{"setter": lambda: None},
{"default": None, "method": lambda: None},
{"getter": True},
],
)
def test_underscore_raises_for_invalid(invalid_kwargs):
invalid_kwargs["force"] = True
with pytest.raises(ValueError):
Doc.set_extension("test", **invalid_kwargs)
@pytest.mark.parametrize(
"valid_kwargs",
[
{"getter": lambda: None},
{"getter": lambda: None, "setter": lambda: None},
{"default": "hello"},
{"default": None},
{"method": lambda: None},
],
)
def test_underscore_accepts_valid(valid_kwargs):
valid_kwargs["force"] = True
Doc.set_extension("test", **valid_kwargs)
def test_underscore_mutable_defaults_list(en_vocab):
"""Test that mutable default arguments are handled correctly (see #2581)."""
Doc.set_extension("mutable", default=[])
doc1 = Doc(en_vocab, words=["one"])
doc2 = Doc(en_vocab, words=["two"])
doc1._.mutable.append("foo")
assert len(doc1._.mutable) == 1
assert doc1._.mutable[0] == "foo"
assert len(doc2._.mutable) == 0
doc1._.mutable = ["bar", "baz"]
doc1._.mutable.append("foo")
assert len(doc1._.mutable) == 3
assert len(doc2._.mutable) == 0
def test_underscore_mutable_defaults_dict(en_vocab):
"""Test that mutable default arguments are handled correctly (see #2581)."""
Token.set_extension("mutable", default={})
token1 = Doc(en_vocab, words=["one"])[0]
token2 = Doc(en_vocab, words=["two"])[0]
token1._.mutable["foo"] = "bar"
assert len(token1._.mutable) == 1
assert token1._.mutable["foo"] == "bar"
assert len(token2._.mutable) == 0
token1._.mutable["foo"] = "baz"
assert len(token1._.mutable) == 1
assert token1._.mutable["foo"] == "baz"
token1._.mutable["x"] = []
token1._.mutable["x"].append("y")
assert len(token1._.mutable) == 2
assert token1._.mutable["x"] == ["y"]
assert len(token2._.mutable) == 0
def test_underscore_dir(en_vocab):
"""Test that dir() correctly returns extension attributes. This enables
things like tab-completion for the attributes in doc._."""
Doc.set_extension("test_dir", default=None)
doc = Doc(en_vocab, words=["hello", "world"])
assert "_" in dir(doc)
assert "test_dir" in dir(doc._)
assert "test_dir" not in dir(doc[0]._)
assert "test_dir" not in dir(doc[0:2]._)
def test_underscore_docstring(en_vocab):
"""Test that docstrings are available for extension methods, even though
they're partials."""
def test_method(doc, arg1=1, arg2=2):
"""I am a docstring"""
return (arg1, arg2)
Doc.set_extension("test_docstrings", method=test_method)
doc = Doc(en_vocab, words=["hello", "world"])
assert test_method.__doc__ == "I am a docstring"
assert doc._.test_docstrings.__doc__.rsplit(". ")[-1] == "I am a docstring"
def test_underscore_for_unique_span(en_tokenizer):
"""Test that spans with the same boundaries but with different labels are uniquely identified (see #9706)."""
Doc.set_extension(name="doc_extension", default=None)
Span.set_extension(name="span_extension", default=None)
Token.set_extension(name="token_extension", default=None)
# Initialize doc
text = "Hello, world!"
doc = en_tokenizer(text)
span_1 = Span(doc, 0, 2, "SPAN_1")
span_2 = Span(doc, 0, 2, "SPAN_2")
# Set custom extensions
doc._.doc_extension = "doc extension"
doc[0]._.token_extension = "token extension"
span_1._.span_extension = "span_1 extension"
span_2._.span_extension = "span_2 extension"
# Assert extensions
assert doc.user_data[_get_tuple(span_1)] == "span_1 extension"
assert doc.user_data[_get_tuple(span_2)] == "span_2 extension"
# Change label of span and assert extensions
span_1.label_ = "NEW_LABEL"
assert doc.user_data[_get_tuple(span_1)] == "span_1 extension"
assert doc.user_data[_get_tuple(span_2)] == "span_2 extension"
# Change KB_ID and assert extensions
span_1.kb_id_ = "KB_ID"
assert doc.user_data[_get_tuple(span_1)] == "span_1 extension"
assert doc.user_data[_get_tuple(span_2)] == "span_2 extension"
# Change extensions and assert
span_2._.span_extension = "updated span_2 extension"
assert doc.user_data[_get_tuple(span_1)] == "span_1 extension"
assert doc.user_data[_get_tuple(span_2)] == "updated span_2 extension"
# Change span ID and assert extensions
span_2.id = 2
assert doc.user_data[_get_tuple(span_1)] == "span_1 extension"
assert doc.user_data[_get_tuple(span_2)] == "updated span_2 extension"
# Assert extensions with original key
assert doc.user_data[("._.", "doc_extension", None, None)] == "doc extension"
assert doc.user_data[("._.", "token_extension", 0, None)] == "token extension"
def test_underscore_for_unique_span_from_docs(en_tokenizer):
"""Test that spans in the user_data keep the same data structure when using Doc.from_docs"""
Span.set_extension(name="span_extension", default=None)
Token.set_extension(name="token_extension", default=None)
# Initialize doc
text_1 = "Hello, world!"
doc_1 = en_tokenizer(text_1)
span_1a = Span(doc_1, 0, 2, "SPAN_1a")
span_1b = Span(doc_1, 0, 2, "SPAN_1b")
text_2 = "This is a test."
doc_2 = en_tokenizer(text_2)
span_2a = Span(doc_2, 0, 3, "SPAN_2a")
# Set custom extensions
doc_1[0]._.token_extension = "token_1"
doc_2[1]._.token_extension = "token_2"
span_1a._.span_extension = "span_1a extension"
span_1b._.span_extension = "span_1b extension"
span_2a._.span_extension = "span_2a extension"
doc = Doc.from_docs([doc_1, doc_2])
# Assert extensions
assert doc_1.user_data[_get_tuple(span_1a)] == "span_1a extension"
assert doc_1.user_data[_get_tuple(span_1b)] == "span_1b extension"
assert doc_2.user_data[_get_tuple(span_2a)] == "span_2a extension"
# Check extensions on merged doc
assert doc.user_data[_get_tuple(span_1a)] == "span_1a extension"
assert doc.user_data[_get_tuple(span_1b)] == "span_1b extension"
assert (
doc.user_data[
(
"._.",
"span_extension",
span_2a.start_char + len(doc_1.text) + 1,
span_2a.end_char + len(doc_1.text) + 1,
span_2a.label,
span_2a.kb_id,
span_2a.id,
)
]
== "span_2a extension"
)
def test_underscore_for_unique_span_as_span(en_tokenizer):
"""Test that spans in the user_data keep the same data structure when using Span.as_doc"""
Span.set_extension(name="span_extension", default=None)
# Initialize doc
text = "Hello, world!"
doc = en_tokenizer(text)
span_1 = Span(doc, 0, 2, "SPAN_1")
span_2 = Span(doc, 0, 2, "SPAN_2")
# Set custom extensions
span_1._.span_extension = "span_1 extension"
span_2._.span_extension = "span_2 extension"
span_doc = span_1.as_doc(copy_user_data=True)
# Assert extensions
assert span_doc.user_data[_get_tuple(span_1)] == "span_1 extension"
assert span_doc.user_data[_get_tuple(span_2)] == "span_2 extension"