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Add support for copy directives #35

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Nov 14, 2024
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1 change: 1 addition & 0 deletions src/linkml_map/datamodel/transformer_model.py
Original file line number Diff line number Diff line change
Expand Up @@ -233,6 +233,7 @@ class TransformationSpecification(SpecificationComponent):
}
},
)
copy_directives: Optional[Dict[str, CopyDirective]] = Field(default_factory=dict)
description: Optional[str] = Field(
None,
description="""description of the specification component""",
Expand Down
4 changes: 4 additions & 0 deletions src/linkml_map/datamodel/transformer_model.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -81,6 +81,10 @@ classes:
multivalued: true
inlined: true
slot_uri: sh:declare
copy_directives:
range: CopyDirective
multivalued: true
inlined: true
source_schema:
description: name of the schema that describes the source (input) objects
target_schema:
Expand Down
99 changes: 99 additions & 0 deletions src/linkml_map/inference/schema_mapper.py
Original file line number Diff line number Diff line change
Expand Up @@ -51,6 +51,93 @@ class SchemaMapper:

slot_info: Dict[Tuple[str, str], Any] = field(default_factory=lambda: {})

def _copy_dict(
self,
copy_directive: CopyDirective,
src_elements,
tgt_elements,
):
if copy_directive.copy_all:
for element in src_elements.keys():
tgt_elements[element] = src_elements[element]
if copy_directive.exclude:
for element in src_elements.keys():
if element in copy_directive.exclude:
del tgt_elements[element]
if copy_directive.exclude_all:
elements_to_delete = [key for key in tgt_elements]
for element in elements_to_delete:
del tgt_elements[element]
if copy_directive.include:
for element in copy_directive.include:
if element in src_elements.keys():
tgt_elements[element] = src_elements[element]

def _copy_list(
self,
copy_directive: CopyDirective,
src_elements,
tgt_elements,
):
if copy_directive.copy_all:
for element in src_elements:
tgt_elements.append(element)
if copy_directive.exclude:
for element in src_elements:
if copy_directive.exclude:
tgt_elements.remove(element)
if copy_directive.exclude_all:
for element in tgt_elements:
tgt_elements.remove(element)
if copy_directive.include:
for element in copy_directive.include:
if element in src_elements:
tgt_elements.append(element)

def _copy_schema(
self,
copy_directives: list[CopyDirective],
source: SchemaDefinition,
target: SchemaDefinition,
) -> SchemaDefinition:
if type(copy_directives) is dict:
copy_directives_list = copy_directives.values()
else:
copy_directives_list = copy_directives

for copy_directive in copy_directives_list:
for element_type in ["classes", "slots", "enums"]:
if not hasattr(source, element_type):
continue
src_elements = getattr(source, element_type)
tgt_elements = getattr(target, element_type)
self._copy_dict(copy_directive, src_elements, tgt_elements)
return target

def _copy_class(
self,
copy_directives: list[CopyDirective],
source: ClassDefinition,
target: ClassDefinition,
) -> ClassDefinition:
if type(copy_directives) is dict:
copy_directives_list = copy_directives.values()
else:
copy_directives_list = copy_directives

for copy_directive in copy_directives_list:
if hasattr(source, "attributes"):
# copy attributes (which is a dict)
src_elements = source.attributes
tgt_elements = target.attributes
self._copy_dict(copy_directive, src_elements, tgt_elements)
if hasattr(source, "slots"):
# copy slots (which is a list)
src_elements = source.slots
tgt_elements = target.slots
self._copy_list(copy_directive, src_elements, tgt_elements)
return target

def derive_schema(
self,
specification: Optional[TransformationSpecification] = None,
Expand All @@ -73,6 +160,12 @@ def derive_schema(
if target_schema_name is None:
target_schema_name = source_schema.name + suffix
target_schema = SchemaDefinition(id=target_schema_id, name=target_schema_name)
if hasattr(specification, "copy_directives"):
target_schema = self._copy_schema(
specification.copy_directives,
source_schema,
target_schema,
)
for im in source_schema.imports:
target_schema.imports.append(im)
for prefix in source_schema.prefixes.values():
Expand Down Expand Up @@ -112,6 +205,12 @@ def _derive_class(self, class_derivation: ClassDerivation) -> ClassDefinition:
target_class.slots = []
target_class.attributes = {}
target_class.slot_usage = {}
if hasattr(class_derivation, "copy_directives"):
target_class = self._copy_class(
class_derivation.copy_directives,
source_class,
target_class,
)
for slot_derivation in class_derivation.slot_derivations.values():
slot_definition = self._derive_slot(slot_derivation)
target_class.attributes[slot_definition.name] = slot_definition
Expand Down
195 changes: 195 additions & 0 deletions tests/test_schema_mapper/test_schema_mapper.py
Original file line number Diff line number Diff line change
Expand Up @@ -6,6 +6,7 @@

from linkml_map.datamodel.transformer_model import (
ClassDerivation,
CopyDirective,
SlotDerivation,
TransformationSpecification,
)
Expand Down Expand Up @@ -186,6 +187,200 @@ def test_rewire(self):
self.assertEqual(["tr_salary"], list(emp.attributes.keys()))
# self.assertEqual("Person", emp.is_a)

def test_full_copy_specification(self):
"""tests copy isomorphism"""
tr = self.mapper
copy_all_directive = {"*": CopyDirective(element_name="*", copy_all=True)}
specification = TransformationSpecification(id="test", copy_directives=copy_all_directive)
source_schema = tr.source_schemaview.schema

target_schema = tr.derive_schema(specification)
# classes, slots and enums must be exactly the same
self.assertEqual(
yaml_dumper.dumps(source_schema.classes), yaml_dumper.dumps(target_schema.classes)
)
self.assertEqual(
yaml_dumper.dumps(source_schema.slots), yaml_dumper.dumps(target_schema.slots)
)
self.assertEqual(
yaml_dumper.dumps(source_schema.enums), yaml_dumper.dumps(target_schema.enums)
)

def test_partial_copy_specification(self):
"""tests copy isomorphism excluding derivations"""
tr = self.mapper
copy_all_directive = {"*": CopyDirective(element_name="*", copy_all=True)}
specification = TransformationSpecification(id="test", copy_directives=copy_all_directive)
source_schema = tr.source_schemaview.schema

derivations = [
ClassDerivation(name="Agent", populated_from="Person"),
]
for derivation in derivations:
specification.class_derivations[derivation.name] = derivation
target_schema = tr.derive_schema(specification)
# classes must be the same with addition
for schema_class in source_schema.classes.keys():
self.assertIn(
schema_class,
target_schema.classes.keys(),
f"Class '{schema_class}' is missing in target",
)
self.assertIn(
"Agent", target_schema.classes.keys(), "Derived class 'Agent' is missing in target"
)
# slots and enums must be exactly the same
self.assertEqual(
yaml_dumper.dumps(source_schema.slots), yaml_dumper.dumps(target_schema.slots)
)
self.assertEqual(
yaml_dumper.dumps(source_schema.enums), yaml_dumper.dumps(target_schema.enums)
)

def test_full_copy_class(self):
"""tests copy isomorphism with class derivation"""
tr = self.mapper
copy_all_directive = {"*": CopyDirective(element_name="*", copy_all=True)}
specification = TransformationSpecification(id="test", copy_directives=copy_all_directive)
source_schema = tr.source_schemaview.schema

derivations = [
ClassDerivation(
name="Agent", populated_from="Person", copy_directives=copy_all_directive
),
]
for derivation in derivations:
specification.class_derivations[derivation.name] = derivation
target_schema = tr.derive_schema(specification)
# classes must be the same with addition
for schema_class in source_schema.classes.keys():
self.assertIn(
schema_class,
target_schema.classes.keys(),
f"Class '{schema_class}' is missing in target",
)
self.assertIn(
"Agent", target_schema.classes.keys(), "Derived class 'Agent' is missing in target"
)
self.assertEqual(
yaml_dumper.dumps(source_schema.classes["Person"].slots),
yaml_dumper.dumps(target_schema.classes["Agent"].slots),
)
self.assertEqual(
yaml_dumper.dumps(source_schema.classes["Person"].attributes),
yaml_dumper.dumps(target_schema.classes["Agent"].attributes),
)
# slots and enums must be exactly the same
self.assertEqual(
yaml_dumper.dumps(source_schema.slots), yaml_dumper.dumps(target_schema.slots)
)
self.assertEqual(
yaml_dumper.dumps(source_schema.enums), yaml_dumper.dumps(target_schema.enums)
)

def test_copy_blacklisting(self):
"""tests copy on a blacklist approach"""
tr = self.mapper
blacklist = ["Person"]
copy_all_directive = {
"*": CopyDirective(element_name="*", copy_all=True, exclude=blacklist)
}
specification = TransformationSpecification(id="test", copy_directives=copy_all_directive)
source_schema = tr.source_schemaview.schema

derivations = [
ClassDerivation(name="Agent", populated_from="Person"),
]
for derivation in derivations:
specification.class_derivations[derivation.name] = derivation
target_schema = tr.derive_schema(specification)
# classes must be the same with addition
for schema_class in source_schema.classes.keys():
if schema_class in blacklist:
self.assertNotIn(
schema_class,
target_schema.classes.keys(),
f"Class '{schema_class}' is missing in target",
)
else:
self.assertIn(
schema_class,
target_schema.classes.keys(),
f"Class '{schema_class}' is missing in target",
)
self.assertIn(
"Agent", target_schema.classes.keys(), "Derived class 'Agent' is missing in target"
)
# slots and enums must be exactly the same
self.assertEqual(
yaml_dumper.dumps(source_schema.slots), yaml_dumper.dumps(target_schema.slots)
)
self.assertEqual(
yaml_dumper.dumps(source_schema.enums), yaml_dumper.dumps(target_schema.enums)
)

def test_copy_whitelisting(self):
"""tests copy on a whitelist approach"""
tr = self.mapper
whitelist = ["NamedThing"]
whitelist_directive = {
"Whitelist": CopyDirective(
element_name="*", copy_all=True, exclude_all=True, include=whitelist
)
}
specification = TransformationSpecification(id="test", copy_directives=whitelist_directive)
source_schema = tr.source_schemaview.schema

derivations = [
ClassDerivation(name="Agent", populated_from="Person"),
]
for derivation in derivations:
specification.class_derivations[derivation.name] = derivation
target_schema = tr.derive_schema(specification)
# classes, slots and enums must have only what explicitly included
for schema_class in source_schema.classes.keys():
if schema_class in whitelist:
self.assertIn(
schema_class,
target_schema.classes.keys(),
f"Class '{schema_class}' is missing in target",
)
else:
self.assertNotIn(
schema_class,
target_schema.classes.keys(),
f"Class '{schema_class}' is missing in target",
)
self.assertIn(
"Agent", target_schema.classes.keys(), "Derived class 'Agent' is missing in target"
)
for schema_slot in source_schema.slots.keys():
if schema_slot in whitelist:
self.assertIn(
schema_slot,
target_schema.slots.keys(),
f"Slot '{schema_slot}' is missing in target",
)
else:
self.assertNotIn(
schema_slot,
target_schema.slots.keys(),
f"Slot '{schema_slot}' is missing in target",
)
for schema_enum in source_schema.enums.keys():
if schema_enum in whitelist:
self.assertIn(
schema_enum,
target_schema.enums.keys(),
f"Enum '{schema_enum}' is missing in target",
)
else:
self.assertNotIn(
schema_enum,
target_schema.enums.keys(),
f"Enum '{schema_enum}' is missing in target",
)


if __name__ == "__main__":
unittest.main()
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