Bohui Zhang
commited on
Commit
·
1c5a4fe
1
Parent(s):
5f6f3a8
Upload the second version
Browse files- esgen/functions.py +11 -3
- esgen/model.py +27 -6
- esgen/queries.py +7 -4
- esgen/verbalizer.py +5 -2
esgen/functions.py
CHANGED
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@@ -9,16 +9,17 @@ from esgen.verbalizer import chatbot_verbaliser, init_comment_verbaliser
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from esgen.utils import wikidata_api_search
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def entity_schema_generation(name, class_id, threshold):
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"""
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:param name:
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:param class_id:
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:param threshold:
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:return:
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"""
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try:
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es = EntitySchema(name, class_id, threshold / 100)
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es.properties, es.pending = es.generate_initial_schema()
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prop = es.pending[0]
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prop["examples"] = collect_examples(es.class_id, prop["id"])
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@@ -91,7 +92,14 @@ def input_no(es_json, history):
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es.load_es_json(es_json)
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return str(es), es.__json__(), history
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# add the pending property to rejected properties
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-
es_json["
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es = EntitySchema(name="", class_id="")
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es.load_es_json(es_json)
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try:
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from esgen.utils import wikidata_api_search
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+
def entity_schema_generation(name, class_id, threshold, property_types):
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"""
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:param name:
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:param class_id:
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:param threshold:
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:param property_types:
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:return:
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"""
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try:
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es = EntitySchema(name, class_id, threshold / 100, property_types)
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es.properties, es.pending = es.generate_initial_schema()
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prop = es.pending[0]
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prop["examples"] = collect_examples(es.class_id, prop["id"])
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es.load_es_json(es_json)
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return str(es), es.__json__(), history
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# add the pending property to rejected properties
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rejected_prop = es_json["pending"].pop(0)
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constraint_json = {
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"prop": "wdt:" + rejected_prop["id"],
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"value": ".", # with any value
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"cardinality": "{0}", # has no matching statements
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"comment": init_comment_verbaliser(rejected_prop["label"])
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}
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es_json["rejected"].append(constraint_json)
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es = EntitySchema(name="", class_id="")
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es.load_es_json(es_json)
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try:
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esgen/model.py
CHANGED
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@@ -50,6 +50,7 @@ class EntitySchema:
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threshold=0.5,
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extra=False,
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prefixes=None,
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):
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"""
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@@ -58,6 +59,7 @@ class EntitySchema:
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:param extra: may have other statements
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:param prefixes:
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:param threshold:
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"""
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self.name = name
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self.class_id = class_id
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@@ -72,6 +74,8 @@ class EntitySchema:
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self.prefixes = default_prefixes
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else:
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self.prefixes = prefixes
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self.properties = list()
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self.pending = list()
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self.optional = list()
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@@ -82,12 +86,12 @@ class EntitySchema:
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self.parent_relation = None # relation connect es to its parent es, usually used for sub es
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def __str__(self):
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prefix_list = [prefix_verbaliser(abbr, url)for abbr, url in self.prefixes.items()]
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prefix_str = "".join(prefix_list)
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start_str = f"start = @<{self.name}>\n"
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constraint_list = self.properties + self.optional
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constraint_str = value_shape_verbaliser(self.name, constraint_list, self.extra)
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shex_script = '\n'.join([prefix_str, start_str, constraint_str])
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@@ -96,7 +100,12 @@ class EntitySchema:
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def generate_initial_schema(self):
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schema_components, pending = list(), list()
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-
properties = filter_properties(
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# print(properties)
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for prop_id, prop in properties.items():
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if prop["frequency_level"] == "frequent":
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@@ -197,11 +206,16 @@ class NestedEntitySchema(EntitySchema):
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start_str = f"\nstart = @<{self.name}>\n"
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-
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constraint_str = value_shape_verbaliser(self.name, constraint_list, self.extra)
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value_shapes_str = "\n".join(
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value_shape_verbaliser(
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for value_shape_name, value_shape in self.value_shapes.items()
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)
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@@ -347,4 +361,11 @@ class NestedEntitySchema(EntitySchema):
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self.properties.append(constraint)
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def sort_constraints(self):
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-
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threshold=0.5,
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extra=False,
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prefixes=None,
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property_types=None,
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):
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"""
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:param extra: may have other statements
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:param prefixes:
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:param threshold:
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:param property_types:
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"""
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self.name = name
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self.class_id = class_id
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self.prefixes = default_prefixes
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else:
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self.prefixes = prefixes
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if property_types is None:
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self.property_types = ["wikibase:WikibaseItem"]
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self.properties = list()
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self.pending = list()
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self.optional = list()
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self.parent_relation = None # relation connect es to its parent es, usually used for sub es
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def __str__(self):
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prefix_list = [prefix_verbaliser(abbr, url) for abbr, url in self.prefixes.items()]
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prefix_str = "".join(prefix_list)
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start_str = f"start = @<{self.name}>\n"
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constraint_list = self.properties + self.optional + self.rejected
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constraint_str = value_shape_verbaliser(self.name, constraint_list, self.extra)
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shex_script = '\n'.join([prefix_str, start_str, constraint_str])
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def generate_initial_schema(self):
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schema_components, pending = list(), list()
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properties = filter_properties(
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class_id=self.class_id,
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num_instances=NUM_ITEMS,
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threshold=self.threshold,
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property_types=self.property_types
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)
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# print(properties)
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for prop_id, prop in properties.items():
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if prop["frequency_level"] == "frequent":
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start_str = f"\nstart = @<{self.name}>\n"
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self.sort_constraints() # sort constraints before verbalization
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constraint_list = self.properties + self.optional + self.rejected
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constraint_str = value_shape_verbaliser(self.name, constraint_list, self.extra)
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value_shapes_str = "\n".join(
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value_shape_verbaliser(
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value_shape_name,
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value_shape.properties + value_shape.optional + value_shape.rejected,
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extra=False
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)
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for value_shape_name, value_shape in self.value_shapes.items()
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)
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self.properties.append(constraint)
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def sort_constraints(self):
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# rule 1: keep "instance of" property in the first place
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sorted_properties = list()
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for constraint in self.properties:
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if constraint.prop == "wdt:P31":
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sorted_properties.insert(0, constraint)
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else:
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sorted_properties.append(constraint)
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self.properties = sorted_properties
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esgen/queries.py
CHANGED
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@@ -55,10 +55,11 @@ def collect_instances(class_id: str, instances_num: int) -> list:
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return instances
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def collect_properties(instances: list) -> dict:
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"""
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:param instances:
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:return:
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"""
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# properties = []
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@@ -69,8 +70,9 @@ def collect_properties(instances: list) -> dict:
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wd:%s ?property ?value .
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?prop wikibase:directClaim ?property .
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?prop wikibase:propertyType ?propType .
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SERVICE wikibase:label { bd:serviceParam wikibase:language "en" }
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}""" % instance
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results = get_sparql_results(query)
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for result in results["results"]["bindings"]:
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# property_count = int(result["count"]["value"])
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@@ -94,18 +96,19 @@ def collect_properties(instances: list) -> dict:
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return properties
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def filter_properties(class_id: str, num_instances: int, threshold: float) -> dict:
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"""
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filter properties based on the threshold
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:param class_id:
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:param num_instances:
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:param threshold:
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:return:
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"""
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# instance_count = count_instances(class_id)
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instances = collect_instances(class_id, num_instances)
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properties = collect_properties(instances)
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for key, value in properties.items():
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# prop_count = count_properties(instances, prop["property"])
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# prop["count"] = prop_count
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return instances
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def collect_properties(instances: list, property_types: list) -> dict:
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"""
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:param instances:
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:param property_types:
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:return:
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"""
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# properties = []
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wd:%s ?property ?value .
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?prop wikibase:directClaim ?property .
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?prop wikibase:propertyType ?propType .
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FILTER ( ?propType IN ( %s ) )
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SERVICE wikibase:label { bd:serviceParam wikibase:language "en" }
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}""" % (instance, ",".join(property_types))
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results = get_sparql_results(query)
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for result in results["results"]["bindings"]:
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# property_count = int(result["count"]["value"])
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return properties
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def filter_properties(class_id: str, num_instances: int, threshold: float, property_types: list) -> dict:
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"""
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filter properties based on the threshold
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:param class_id:
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:param num_instances:
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:param threshold:
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+
:param property_types:
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:return:
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"""
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# instance_count = count_instances(class_id)
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instances = collect_instances(class_id, num_instances)
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properties = collect_properties(instances, property_types)
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for key, value in properties.items():
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# prop_count = count_properties(instances, prop["property"])
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# prop["count"] = prop_count
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esgen/verbalizer.py
CHANGED
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@@ -1,5 +1,8 @@
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-
def init_comment_verbaliser(prop_label, freq):
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-
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return comment
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def init_comment_verbaliser(prop_label, freq=None):
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if freq:
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comment = f"{prop_label}, {freq * 100:.2f}%"
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else:
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comment = f"{prop_label}"
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return comment
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