lang-model/naive-nlu/tree_nlu/knowledge_evaluation.py

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from .modifiable_property import (
ModifiableProperty,
ModifiablePropertyWithAst,
is_modifiable_property,
)
def resolve(knowledge_base, elements, value):
if isinstance(value, int):
return elements[value]
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elif isinstance(value, tuple) or isinstance(value, list):
return integrate_information(knowledge_base, {
"elements": elements,
"parsed": value,
})
return value
# TODO: improve typing
def infer_type(result):
if isinstance(result, bool):
return "bool"
elif isinstance(result, int):
return "int"
else:
raise Exception("Unknown type for value: {}".format(result))
def get_subquery_type(knowledge_base, atom):
subquery_result = integrate_information(knowledge_base,
{
"parsed": atom,
"elements": [],
})
assert (subquery_result is not None)
result = subquery_result.getter()
result_type = infer_type(result)
return result_type
def property_for_value(knowledge_base, value):
if value in knowledge_base:
# Annotate the property as property
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groups = knowledge_base[value].get('groups', {'property'})
groups.add('property')
knowledge_base[value]['groups'] = groups
# And find the property "name"
if 'as_property' in knowledge_base[value]:
return knowledge_base[value]['as_property']
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return knowledge_base[value].get('groups', {'property'})
else:
# Consider that any property is... a property
knowledge_base[value] = {'groups': {'property'}}
return {'property'}
def modifiable_property_from_property(prop, path, value):
def getter():
nonlocal prop, path, value
if isinstance(path, set):
# If the property is from a set, it's true if any possible
# path has a element as true
return any(map(lambda possible_path: ((possible_path in prop)
and
(prop[possible_path] == value)),
path))
else:
return (path in prop) and prop[path] == value
def setter():
nonlocal prop, path, value
if isinstance(path, set):
for possible_path in path:
prop[possible_path] = value
else:
prop[path] = value
return ModifiableProperty(
getter=getter,
setter=setter,
)
def exists_property_with_value(knowledge_base, elements, subj, value):
subj = resolve(knowledge_base, elements, subj)
value = resolve(knowledge_base, elements, value)
if subj not in knowledge_base:
knowledge_base[subj] = {}
return modifiable_property_from_property(
prop=knowledge_base[subj],
path=property_for_value(knowledge_base, value),
value=value
)
def modifiable_element_for_existance_in_set(container, set_name, element):
def getter():
nonlocal container, set_name, element
return (set_name in container) and (element in container[set_name])
def setter():
nonlocal container, set_name, element
return container[set_name].add(element)
return ModifiableProperty(
getter=getter,
setter=setter,
)
def pertenence_to_group(knowledge_base, elements, subj, group):
subj = resolve(knowledge_base, elements, subj)
group = resolve(knowledge_base, elements, group)
if subj not in knowledge_base:
knowledge_base[subj] = {}
if "groups" not in knowledge_base[subj]:
knowledge_base[subj]["groups"] = set()
return modifiable_element_for_existance_in_set(
container=knowledge_base[subj],
set_name="groups",
element=group
)
def has_capacity(knowledge_base, elements, subj, capacity):
subj = resolve(knowledge_base, elements, subj)
capacity = resolve(knowledge_base, elements, capacity)
if subj not in knowledge_base:
knowledge_base[subj] = {}
if "capacities" not in knowledge_base[subj]:
knowledge_base[subj]["capacities"] = set()
return modifiable_element_for_existance_in_set(
container=knowledge_base[subj],
set_name="capacities",
element=capacity
)
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def question(knowledge_base, elements, subj):
subj = resolve(knowledge_base, elements, subj)
if is_modifiable_property(subj):
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return subj.getter()
return subj
knowledge_ingestion = {
"exists-property-with-value": exists_property_with_value,
"pertenence-to-group": pertenence_to_group,
"has-capacity": has_capacity,
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"question": question,
}
def tagged_with_ast(ast, elements, modifiable_property):
if not isinstance(modifiable_property, ModifiableProperty):
return modifiable_property
return ModifiablePropertyWithAst(modifiable_property.getter,
modifiable_property.setter,
ast, elements)
def integrate_information(knowledge_base, example):
ast = example['parsed']
method = ast[0]
args = ast[1:]
elements = example.get('elements', None)
return tagged_with_ast(
ast, elements,
knowledge_ingestion[method](knowledge_base, elements, *args))