def test_unnest(self):
context_mentions = schema.ContextualMentions(
context=self._CONTEXT_A,
mentions=[
schema.Mention(
example_id="12fe",
mention_span=schema.TextSpan(start=12, end=16, text="here"),
entity_id="Q1"),
schema.Mention(
example_id="30ba",
mention_span=schema.TextSpan(start=30, end=35, text="World"),
entity_id="Q1",
),
])
context_mentions.validate()
expected = [
schema.ContextualMention(
context=self._CONTEXT_A,
mention=schema.Mention(
example_id="12fe",
mention_span=schema.TextSpan(start=12, end=16, text="here"),
entity_id="Q1"),
),
schema.ContextualMention(
context=self._CONTEXT_A,
mention=schema.Mention(
example_id="30ba",
mention_span=schema.TextSpan(start=30, end=35, text="World"),
entity_id="Q1",
),
)
]
self.assertEqual(
list(context_mentions.unnest_to_single_mention_per_context()), expected)
def test_sentences(self):
exp = [
schema.TextSpan(start=0, end=12, text="Large place."),
schema.TextSpan(start=13, end=35, text="Inhabited by everyone.")
]
got = list(self.TEST_ENTITY.sentences)
self.assertEqual(exp, got)
def test_simple_multibyte_single(self):
context_mention = schema.ContextualMention(
context=self._CONTEXT_B,
mention=schema.Mention(
example_id="12fe",
mention_span=schema.TextSpan(start=12, end=13, text="🌵"),
entity_id="Q1"),
)
context_mention.validate()
self.assertEqual(
list(context_mention.context.sentences), [
schema.TextSpan(0, 14, "We all live 🌵."),
schema.TextSpan(15, 33, "Here in the World.")
])
json_string = json.dumps(context_mention.to_json())
got = schema.ContextualMention.from_json(json.loads(json_string))
self.assertEqual(context_mention, got)
# Perturb text to invalidate the sentence spans.
perturbed = copy.deepcopy(context_mention)
perturbed.context.text = perturbed.context.text[::2]
with self.assertRaises(ValueError):
perturbed.validate()
def test_round_trip(self):
context_mentions = schema.ContextualMentions(
context=self._CONTEXT_A,
mentions=[
schema.Mention(
example_id="12fe",
mention_span=schema.TextSpan(start=12, end=16, text="here"),
entity_id="Q1"),
schema.Mention(
example_id="30ba",
mention_span=schema.TextSpan(start=30, end=35, text="World"),
entity_id="Q1",
metadata={"bin_name": "bin03_100-1000"},
),
])
context_mentions.validate()
self.assertEqual(
list(context_mentions.context.sentences), [
schema.TextSpan(0, 17, "We all live here."),
schema.TextSpan(18, 36, "Here in the World.")
])
json_string = json.dumps(context_mentions.to_json())
got = schema.ContextualMentions.from_json(json.loads(json_string))
self.assertEqual(context_mentions, got)
# Perturb text to invalidate the sentence spans.
perturbed = copy.deepcopy(context_mentions)
perturbed.context.text = perturbed.context.text[::2]
with self.assertRaises(ValueError):
perturbed.validate()
def test_truncate_skips_mention_that_crosses_boundary(self):
contextual_mention = schema.ContextualMention(
context=self._CONTEXT_C,
mention=schema.Mention(
# (0,6) covers the first two sentences (0,2), (3,6).
mention_span=schema.TextSpan(start=0, end=6, text="We all"),
entity_id="Qx",
example_id="82e3"))
self.assertIsNone(contextual_mention.truncate(window_size=1))
def test_round_trip_including_section(self):
context_mentions = schema.ContextualMentions(
context=self._CONTEXT_A,
mentions=[
schema.Mention(
example_id="12fe",
mention_span=schema.TextSpan(start=12, end=16, text="here"),
entity_id="Q1"),
schema.Mention(
example_id="30ba",
mention_span=schema.TextSpan(start=30, end=35, text="World"),
entity_id="Q1",
metadata={"bin_name": "bin03_100-1000"},
),
])
context_mentions.validate()
json_string = json.dumps(context_mentions.to_json())
got = schema.ContextualMentions.from_json(json.loads(json_string))
self.assertEqual(context_mentions, got)
def test_simple_multibyte(self):
context_mentions = schema.ContextualMentions(
context=self._CONTEXT_B,
mentions=[
schema.Mention(
example_id="12fe",
mention_span=schema.TextSpan(start=12, end=13, text="🌵"),
entity_id="Q1"),
])
context_mentions.validate()
self.assertEqual(
list(context_mentions.context.sentences), [
schema.TextSpan(0, 14, "We all live 🌵."),
schema.TextSpan(15, 33, "Here in the World.")
])
json_string = json.dumps(context_mentions.to_json())
got = schema.ContextualMentions.from_json(json.loads(json_string))
self.assertEqual(context_mentions, got)
def test_round_trip(self):
example = schema.MentionEntityPair(
contextual_mention=schema.ContextualMention(
context=ContextualMentionsTest._CONTEXT_B,
mention=schema.Mention(
example_id="12fe",
mention_span=schema.TextSpan(start=12, end=13, text="🌵"),
entity_id="Q1")),
entity=EntityTest.TEST_ENTITY)
example.validate()
json_string = json.dumps(example.to_json())
got = schema.MentionEntityPair.from_json(json.loads(json_string))
self.assertEqual(example, got)
def test_invalid_raises(self):
with self.assertRaises(ValueError):
_ = schema.ContextualMentions(
context=self._CONTEXT_A,
mentions=[
schema.Mention(
example_id="12fe",
mention_span=schema.TextSpan(
# Start and end does not refer to substring 'here'.
start=0,
end=5,
text="here"),
entity_id="Q1"),
])
def test_text_span_from(self):
got = schema.TextSpan.from_elements(
start=13, end=35, context="Large place. Inhabited by everyone.")
exp = schema.TextSpan(start=13, end=35, text="Inhabited by everyone.")
self.assertEqual(exp, got)
class ContextualMentionsTest(parameterized.TestCase):
_CONTEXT_A = context = schema.Context(
document_title="Planet Earth",
document_url="www.xyz.com",
document_id="xyz-123",
language="en",
text="We all live here. Here in the World.",
sentence_spans=(schema.Span(0, 17), schema.Span(18, 36)))
_CONTEXT_B = schema.Context(
document_title="Planet Earth",
document_url="www.xyz.com",
document_id="xyz-123",
section_title="Intro",
language="en",
text="We all live 🌵. Here in the World.",
sentence_spans=(schema.Span(0, 14), schema.Span(15, 33)))
_CONTEXT_C = schema.Context(
document_title="Planet Earth",
document_url="www.xyz.com",
document_id="xyz-123",
section_title="Intro",
language="en",
text="We all live 🌵. Here in the World.",
# For brevity, mimick sentences using phrases.
sentence_spans=(
schema.Span(0, 2), # We
schema.Span(3, 6), # all
schema.Span(7, 14), # live 🌵.
schema.Span(15, 19), # Here
schema.Span(20, 26), # in the
schema.Span(27, 33), # World.
))
# Two test mentions consistent with CONTEXT_C.
_ALL_MENTION = schema.Mention(
mention_span=schema.TextSpan(start=3, end=6, text="all"),
entity_id="Qx",
example_id="82e3")
_WORLD_MENTION = schema.Mention(
mention_span=schema.TextSpan(start=27, end=32, text="World"),
entity_id="Q1",
example_id="9024f")
def test_round_trip(self):
context_mentions = schema.ContextualMentions(
context=self._CONTEXT_A,
mentions=[
schema.Mention(
example_id="12fe",
mention_span=schema.TextSpan(start=12, end=16, text="here"),
entity_id="Q1"),
schema.Mention(
example_id="30ba",
mention_span=schema.TextSpan(start=30, end=35, text="World"),
entity_id="Q1",
metadata={"bin_name": "bin03_100-1000"},
),
])
context_mentions.validate()
self.assertEqual(
list(context_mentions.context.sentences), [
schema.TextSpan(0, 17, "We all live here."),
schema.TextSpan(18, 36, "Here in the World.")
])
json_string = json.dumps(context_mentions.to_json())
got = schema.ContextualMentions.from_json(json.loads(json_string))
self.assertEqual(context_mentions, got)
# Perturb text to invalidate the sentence spans.
perturbed = copy.deepcopy(context_mentions)
perturbed.context.text = perturbed.context.text[::2]
with self.assertRaises(ValueError):
perturbed.validate()
def test_context_add_sentences(self):
test_context = schema.add_sentence_spans(
schema.Context(
document_title="Planet Earth",
document_url="www.xyz.com",
document_id="xyz-123",
language="en",
text="We all live here. Here in the World.",
sentence_spans=()),
# OK to pass list instead of tuple to add_sentence_spans.
sentence_spans=[schema.Span(0, 17),
schema.Span(18, 36)])
self.assertEqual(test_context, self._CONTEXT_A)
def test_round_trip_including_section(self):
context_mentions = schema.ContextualMentions(
context=self._CONTEXT_A,
mentions=[
schema.Mention(
example_id="12fe",
mention_span=schema.TextSpan(start=12, end=16, text="here"),
entity_id="Q1"),
schema.Mention(
example_id="30ba",
mention_span=schema.TextSpan(start=30, end=35, text="World"),
entity_id="Q1",
metadata={"bin_name": "bin03_100-1000"},
),
])
context_mentions.validate()
json_string = json.dumps(context_mentions.to_json())
got = schema.ContextualMentions.from_json(json.loads(json_string))
self.assertEqual(context_mentions, got)
def test_simple_multibyte(self):
context_mentions = schema.ContextualMentions(
context=self._CONTEXT_B,
mentions=[
schema.Mention(
example_id="12fe",
mention_span=schema.TextSpan(start=12, end=13, text="🌵"),
entity_id="Q1"),
])
context_mentions.validate()
self.assertEqual(
list(context_mentions.context.sentences), [
schema.TextSpan(0, 14, "We all live 🌵."),
schema.TextSpan(15, 33, "Here in the World.")
])
json_string = json.dumps(context_mentions.to_json())
got = schema.ContextualMentions.from_json(json.loads(json_string))
self.assertEqual(context_mentions, got)
def test_simple_multibyte_single(self):
context_mention = schema.ContextualMention(
context=self._CONTEXT_B,
mention=schema.Mention(
example_id="12fe",
mention_span=schema.TextSpan(start=12, end=13, text="🌵"),
entity_id="Q1"),
)
context_mention.validate()
self.assertEqual(
list(context_mention.context.sentences), [
schema.TextSpan(0, 14, "We all live 🌵."),
schema.TextSpan(15, 33, "Here in the World.")
])
json_string = json.dumps(context_mention.to_json())
got = schema.ContextualMention.from_json(json.loads(json_string))
self.assertEqual(context_mention, got)
# Perturb text to invalidate the sentence spans.
perturbed = copy.deepcopy(context_mention)
perturbed.context.text = perturbed.context.text[::2]
with self.assertRaises(ValueError):
perturbed.validate()
def test_invalid_raises(self):
with self.assertRaises(ValueError):
_ = schema.ContextualMentions(
context=self._CONTEXT_A,
mentions=[
schema.Mention(
example_id="12fe",
mention_span=schema.TextSpan(
# Start and end does not refer to substring 'here'.
start=0,
end=5,
text="here"),
entity_id="Q1"),
])
def test_unnest(self):
context_mentions = schema.ContextualMentions(
context=self._CONTEXT_A,
mentions=[
schema.Mention(
example_id="12fe",
mention_span=schema.TextSpan(start=12, end=16, text="here"),
entity_id="Q1"),
schema.Mention(
example_id="30ba",
mention_span=schema.TextSpan(start=30, end=35, text="World"),
entity_id="Q1",
),
])
context_mentions.validate()
expected = [
schema.ContextualMention(
context=self._CONTEXT_A,
mention=schema.Mention(
example_id="12fe",
mention_span=schema.TextSpan(start=12, end=16, text="here"),
entity_id="Q1"),
),
schema.ContextualMention(
context=self._CONTEXT_A,
mention=schema.Mention(
example_id="30ba",
mention_span=schema.TextSpan(start=30, end=35, text="World"),
entity_id="Q1",
),
)
]
self.assertEqual(
list(context_mentions.unnest_to_single_mention_per_context()), expected)
def test_unnest_discards_input_without_mentions(self):
context_mentions = schema.ContextualMentions(
context=self._CONTEXT_A, mentions=[])
self.assertEmpty(
list(context_mentions.unnest_to_single_mention_per_context()))
@parameterized.named_parameters([
dict(
testcase_name="only_focus_sentence",
contextual_mention=schema.ContextualMention(
context=_CONTEXT_C, mention=_ALL_MENTION),
window_size=0,
expected_sentences_text="all",
expected_mention=schema.Mention(
# Shifted mention span because first "sentence" gets dropped.
mention_span=schema.TextSpan(start=0, end=3, text="all"),
entity_id="Qx",
example_id="82e3")),
dict(
testcase_name="window_1",
contextual_mention=schema.ContextualMention(
context=_CONTEXT_C, mention=_ALL_MENTION),
window_size=1,
expected_sentences_text="We/all/live 🌵.",
expected_mention=_ALL_MENTION),
dict(
testcase_name="window_exceeds_context",
contextual_mention=schema.ContextualMention(
context=_CONTEXT_C, mention=_ALL_MENTION),
window_size=10,
expected_sentences_text="We/all/live 🌵./Here/in the/World.",
expected_mention=_ALL_MENTION),
dict(
testcase_name="window_2_carryover_to_right",
contextual_mention=schema.ContextualMention(
context=_CONTEXT_C, mention=_ALL_MENTION),
window_size=2,
expected_sentences_text="We/all/live 🌵./Here/in the",
expected_mention=_ALL_MENTION),
dict(
testcase_name="window_2_carryover_to_left",
contextual_mention=schema.ContextualMention(
context=_CONTEXT_C, mention=_WORLD_MENTION),
window_size=2,
expected_sentences_text="all/live 🌵./Here/in the/World.",
expected_mention=schema.Mention(
# Shifted mention span because first "sentence" gets dropped.
mention_span=schema.TextSpan(start=24, end=29, text="World"),
entity_id="Q1",
example_id="9024f",
)),
])
def test_truncate(self, contextual_mention, window_size,
expected_sentences_text, expected_mention):
truncated = contextual_mention.truncate(window_size)
# For brevity, the truncated ContextualMention is validated only in terms of
# its concatenated sentences (delimited with "/" for readability).
self.assertEqual(
"/".join(s.text for s in truncated.context.sentences),
expected_sentences_text,
msg=f"In {truncated}")
self.assertEqual(truncated.mention, expected_mention)
def test_truncate_skips_mention_that_crosses_boundary(self):
contextual_mention = schema.ContextualMention(
context=self._CONTEXT_C,
mention=schema.Mention(
# (0,6) covers the first two sentences (0,2), (3,6).
mention_span=schema.TextSpan(start=0, end=6, text="We all"),
entity_id="Qx",
example_id="82e3"))
self.assertIsNone(contextual_mention.truncate(window_size=1))
def test_truncate_skips_mention_if_context_has_no_sentences(self):
contextual_mention = schema.ContextualMention(
context=schema.Context(
document_title="Planet Earth",
document_url="www.xyz.com",
document_id="xyz-123",
section_title="Intro",
language="en",
text="We all live 🌵. Here in the World.",
sentence_spans=()),
mention=self._ALL_MENTION)
self.assertIsNone(contextual_mention.truncate(window_size=1))
def test_truncate_raises(self):
with self.assertRaises(ValueError):
self._CONTEXT_A.truncate(focus=0, window_size=-1)
with self.assertRaises(IndexError):
self._CONTEXT_B.truncate(focus=-1, window_size=0)
with self.assertRaises(IndexError):
self._CONTEXT_C.truncate(focus=50, window_size=0)