muMLE/framework/conformance.py
2021-08-24 23:56:25 +02:00

496 lines
26 KiB
Python

from services.bottom.V0 import Bottom
from uuid import UUID
from state.base import State
from typing import Dict, Tuple, Set, Any, List
from pprint import pprint
class Conformance:
def __init__(self, state: State, scd_model: UUID, model: UUID, type_model: UUID):
self.state = state
self.bottom = Bottom(state)
self.scd_model = scd_model
self.model = model
self.type_model = type_model
self.type_mapping: Dict[str, str] = {}
self.model_names = {
# map model elements to their names to prevent iterating too much
self.bottom.read_outgoing_elements(self.model, e)[0]: e
for e in self.bottom.read_keys(self.model)
}
self.type_model_names = {
# map type model elements to their names to prevent iterating too much
self.bottom.read_outgoing_elements(self.type_model, e)[0]: e
for e in self.bottom.read_keys(self.type_model)
}
self.sub_types: Dict[str, Set[str]] = {
k: set() for k in self.bottom.read_keys(self.type_model)
}
self.primitive_values: Dict[UUID, Any] = {}
self.abstract_types: List[str] = []
self.multiplicities: Dict[str, Tuple] = {}
self.source_multiplicities: Dict[str, Tuple] = {}
self.target_multiplicities: Dict[str, Tuple] = {}
self.structures = {}
self.matches = {}
self.candidates = {}
def check_nominal(self):
steps = [
self.check_typing,
self.check_link_typing,
self.check_multiplicities,
self.check_constraints
]
for step in steps:
conforms = step()
if not conforms:
return False
return True
def read_attribute(self, element: UUID, attr_name: str):
if element in self.type_model_names:
# type model element
element_name = self.type_model_names[element]
model = self.type_model
else:
# model element
element_name = self.model_names[element]
model = self.model
try:
attr_elem, = self.bottom.read_outgoing_elements(model, f"{element_name}.{attr_name}")
return self.primitive_values.get(attr_elem, self.bottom.read_value(attr_elem))
except ValueError:
return None
def precompute_sub_types(self):
inh_element, = self.bottom.read_outgoing_elements(self.scd_model, "Inheritance")
inh_links = []
for tm_element, tm_name in self.type_model_names.items():
morphisms = self.bottom.read_outgoing_elements(tm_element, "Morphism")
if inh_element in morphisms:
inh_links.append(tm_element)
for link in inh_links:
tm_source = self.bottom.read_edge_source(link)
tm_target = self.bottom.read_edge_target(link)
parent_name = self.type_model_names[tm_target]
child_name = self.type_model_names[tm_source]
self.sub_types[parent_name].add(child_name)
stop = False
while not stop:
stop = True
for child_name, child_children in self.sub_types.items():
for parent_name, parent_children in self.sub_types.items():
if child_name in parent_children:
original_size = len(parent_children)
parent_children.update(child_children)
if len(parent_children) != original_size:
stop = False
def deref_primitive_values(self):
ref_element, = self.bottom.read_outgoing_elements(self.scd_model, "ModelRef")
string_element, = self.bottom.read_outgoing_elements(self.scd_model, "String")
boolean_element, = self.bottom.read_outgoing_elements(self.scd_model, "Boolean")
integer_element, = self.bottom.read_outgoing_elements(self.scd_model, "Integer")
t_deref = []
t_refs = []
for tm_element, tm_name in self.type_model_names.items():
morphisms = self.bottom.read_outgoing_elements(tm_element, "Morphism")
if ref_element in morphisms:
t_refs.append(self.type_model_names[tm_element])
elif string_element in morphisms:
t_deref.append(tm_element)
elif boolean_element in morphisms:
t_deref.append(tm_element)
elif integer_element in morphisms:
t_deref.append(tm_element)
for elem in t_deref:
primitive_model = UUID(self.bottom.read_value(elem))
primitive_value_node, = self.bottom.read_outgoing_elements(primitive_model)
primitive_value = self.bottom.read_value(primitive_value_node)
self.primitive_values[elem] = primitive_value
for m_name, tm_name in self.type_mapping.items():
if tm_name in t_refs:
# dereference
m_element, = self.bottom.read_outgoing_elements(self.model, m_name)
primitive_model = UUID(self.bottom.read_value(m_element))
try:
primitive_value_node, = self.bottom.read_outgoing_elements(primitive_model)
primitive_value = self.bottom.read_value(primitive_value_node)
self.primitive_values[m_element] = primitive_value
except ValueError:
pass # multiple elements in model indicate that we're not dealing with a primitive
def precompute_multiplicities(self):
for tm_element, tm_name in self.type_model_names.items():
# class abstract flags and multiplicities
abstract = self.read_attribute(tm_element, "abstract")
lc = self.read_attribute(tm_element, "lower_cardinality")
uc = self.read_attribute(tm_element, "upper_cardinality")
if abstract:
self.abstract_types.append(tm_name)
if lc or uc:
mult = (
lc if lc is not None else float("-inf"),
uc if uc is not None else float("inf")
)
self.multiplicities[tm_name] = mult
# multiplicities for associations
slc = self.read_attribute(tm_element, "source_lower_cardinality")
suc = self.read_attribute(tm_element, "source_upper_cardinality")
if slc or suc:
mult = (
slc if slc is not None else float("-inf"),
suc if suc is not None else float("inf")
)
self.source_multiplicities[tm_name] = mult
tlc = self.read_attribute(tm_element, "target_lower_cardinality")
tuc = self.read_attribute(tm_element, "target_upper_cardinality")
if tlc or tuc:
mult = (
tlc if tlc is not None else float("-inf"),
tuc if tuc is not None else float("inf")
)
self.target_multiplicities[tm_name] = mult
# optional for attribute links
opt = self.read_attribute(tm_element, "optional")
if opt is not None:
mult = (0 if opt else 1, 1)
self.source_multiplicities[tm_name] = mult
self.target_multiplicities[tm_name] = mult
def get_type(self, element: UUID):
morphisms = self.bottom.read_outgoing_elements(element, "Morphism")
tm_element, = [m for m in morphisms if m in self.type_model_names.keys()]
return tm_element
def check_typing(self):
"""
for each element of model check whether a morphism
link exists to some element of type_model
"""
ref_element, = self.bottom.read_outgoing_elements(self.scd_model, "ModelRef")
model_names = self.bottom.read_keys(self.model)
for m_name in model_names:
m_element, = self.bottom.read_outgoing_elements(self.model, m_name)
try:
tm_element = self.get_type(m_element)
tm_name = self.type_model_names[tm_element]
self.type_mapping[m_name] = tm_name
if ref_element in self.bottom.read_outgoing_elements(tm_element, "Morphism"):
sub_m = UUID(self.bottom.read_value(m_element))
sub_tm = UUID(self.bottom.read_value(tm_element))
if not Conformance(self.state, self.scd_model, sub_m, sub_tm).check_nominal():
return False
except ValueError:
# no or too many morphism links found
print(f"Incorrectly typed element: {m_name}")
return False
return True
def check_link_typing(self):
self.precompute_sub_types()
for m_name, tm_name in self.type_mapping.items():
m_element, = self.bottom.read_outgoing_elements(self.model, m_name)
m_source = self.bottom.read_edge_source(m_element)
m_target = self.bottom.read_edge_target(m_element)
if m_source is None or m_target is None:
# element is not a link
continue
tm_element, = self.bottom.read_outgoing_elements(self.type_model, tm_name)
tm_source = self.bottom.read_edge_source(tm_element)
tm_target = self.bottom.read_edge_target(tm_element)
# check if source is typed correctly
source_name = self.model_names[m_source]
source_type_actual = self.type_mapping[source_name]
source_type_expected = self.type_model_names[tm_source]
if source_type_actual != source_type_expected:
if source_type_actual not in self.sub_types[source_type_expected]:
print(f"Invalid source type {source_type_actual} for element {m_name}")
return False
# check if target is typed correctly
target_name = self.model_names[m_target]
target_type_actual = self.type_mapping[target_name]
target_type_expected = self.type_model_names[tm_target]
if target_type_actual != target_type_expected:
if target_type_actual not in self.sub_types[target_type_expected]:
print(f"Invalid target type {target_type_actual} for element {m_name}")
return False
return True
def check_multiplicities(self):
self.deref_primitive_values()
self.precompute_multiplicities()
for tm_name in self.type_model_names.values():
# abstract classes
if tm_name in self.abstract_types:
type_count = list(self.type_mapping.values()).count(tm_name)
if type_count > 0:
print(f"Invalid instantiation of abstract class: {tm_name}")
return False
# class multiplicities
if tm_name in self.multiplicities:
lc, uc = self.multiplicities[tm_name]
type_count = list(self.type_mapping.values()).count(tm_name)
for sub_type in self.sub_types[tm_name]:
type_count += list(self.type_mapping.values()).count(sub_type)
if type_count < lc or type_count > uc:
print(f"Cardinality of type exceeds valid multiplicity range: {tm_name} ({type_count})")
return False
# association source multiplicities
if tm_name in self.source_multiplicities:
tm_element, = self.bottom.read_outgoing_elements(self.type_model, tm_name)
tm_source_element = self.bottom.read_edge_source(tm_element)
tm_source_name = self.type_model_names[tm_source_element]
lc, uc = self.source_multiplicities[tm_name]
for i, t in self.type_mapping.items():
if t == tm_source_name or t in self.sub_types[tm_source_name]:
count = 0
i_element, = self.bottom.read_outgoing_elements(self.model, i)
outgoing = self.bottom.read_outgoing_edges(i_element)
for o in outgoing:
try:
if self.type_mapping[self.model_names[o]] == tm_name:
count += 1
except KeyError:
pass # for elements not part of model, e.g. morphism links
if count < lc or count > uc:
print(f"Source cardinality of type {tm_name} exceeds valid multiplicity range in {i}.")
return False
# association target multiplicities
if tm_name in self.target_multiplicities:
tm_element, = self.bottom.read_outgoing_elements(self.type_model, tm_name)
tm_target_element = self.bottom.read_edge_source(tm_element)
tm_target_name = self.type_model_names[tm_target_element]
lc, uc = self.target_multiplicities[tm_name]
for i, t in self.type_mapping.items():
if t == tm_target_name or t in self.sub_types[tm_target_name]:
count = 0
i_element, = self.bottom.read_outgoing_elements(self.model, i)
outgoing = self.bottom.read_outgoing_edges(i_element)
for o in outgoing:
try:
if self.type_mapping[self.model_names[o]] == tm_name:
count += 1
except KeyError:
pass # for elements not part of model, e.g. morphism links
if count < lc or count > uc:
print(f"Target cardinality of type {tm_name} exceeds valid multiplicity range in {i}.")
return False
return True
def evaluate_constraint(self, code, **kwargs):
funcs = {
'read_value': self.state.read_value
}
return eval(
code,
{'__builtins__': {'isinstance': isinstance, 'print': print,
'int': int, 'float': float, 'bool': bool, 'str': str, 'tuple': tuple}
}, # globals
{**kwargs, **funcs} # locals
)
def check_constraints(self):
# local constraints
for m_name, tm_name in self.type_mapping.items():
if tm_name != "GlobalConstraint":
tm_element, = self.bottom.read_outgoing_elements(self.type_model, tm_name)
code = self.read_attribute(tm_element, "constraint")
if code is not None:
morphisms = self.bottom.read_incoming_elements(tm_element, "Morphism")
morphisms = [m for m in morphisms if m in self.model_names]
for m_element in morphisms:
if not self.evaluate_constraint(code, element=m_element):
return False
# global constraints
for m_name, tm_name in self.type_mapping.items():
if tm_name == "GlobalConstraint":
tm_element, = self.bottom.read_outgoing_elements(self.type_model, tm_name)
code = self.read_attribute(tm_element, "constraint")
if code is not None:
if not self.evaluate_constraint(code, model=self.model):
return False
return True
def precompute_structures(self):
self.precompute_sub_types()
scd_elements = self.bottom.read_outgoing_elements(self.scd_model)
# collect types
class_element, = self.bottom.read_outgoing_elements(self.scd_model, "Class")
association_element, = self.bottom.read_outgoing_elements(self.scd_model, "Association")
for tm_element, tm_name in self.type_model_names.items():
# retrieve elements that tm_element is a morphism of
morphisms = self.bottom.read_outgoing_elements(tm_element, "Morphism")
morphism, = [m for m in morphisms if m in scd_elements]
# check if tm_element is a morphism of AttributeLink
if class_element == morphism or association_element == morphism:
self.structures[tm_name] = set()
# collect type structures
# retrieve AttributeLink to check whether element is a morphism of AttributeLink
attr_link_element, = self.bottom.read_outgoing_elements(self.scd_model, "AttributeLink")
for tm_element, tm_name in self.type_model_names.items():
# retrieve elements that tm_element is a morphism of
morphisms = self.bottom.read_outgoing_elements(tm_element, "Morphism")
morphism, = [m for m in morphisms if m in scd_elements]
# check if tm_element is a morphism of AttributeLink
if attr_link_element == morphism:
# retrieve attributes of attribute link, i.e. 'name' and 'optional'
attrs = self.bottom.read_outgoing_elements(tm_element)
name_model_node, = filter(lambda x: self.type_model_names.get(x, "").endswith(".name"), attrs)
opt_model_node, = filter(lambda x: self.type_model_names.get(x, "").endswith(".optional"), attrs)
# get attr name value
name_model = UUID(self.bottom.read_value(name_model_node))
name_node, = self.bottom.read_outgoing_elements(name_model)
name = self.bottom.read_value(name_node)
# get attr opt value
opt_model = UUID(self.bottom.read_value(opt_model_node))
opt_node, = self.bottom.read_outgoing_elements(opt_model)
opt = self.bottom.read_value(opt_node)
# get attr type name
source_type_node = self.bottom.read_edge_source(tm_element)
source_type_name = self.type_model_names[source_type_node]
target_type_node = self.bottom.read_edge_target(tm_element)
target_type_name = self.type_model_names[target_type_node]
# add attribute to the structure of its source type
# attribute is stored as a (name, optional, type) triple
self.structures.setdefault(source_type_name, set()).add((name, opt, target_type_name))
# extend structures of sub types with attrs of super types
for super_type, sub_types in self.sub_types.items():
for sub_type in sub_types:
self.structures.setdefault(sub_type, set()).update(self.structures[super_type])
# filter out abstract types, as they cannot be instantiated
# retrieve Class_abstract to check whether element is a morphism of Class_abstract
class_abs_element, = self.bottom.read_outgoing_elements(self.scd_model, "Class_abstract")
for tm_element, tm_name in self.type_model_names.items():
# retrieve elements that tm_element is a morphism of
morphisms = self.bottom.read_outgoing_elements(tm_element, "Morphism")
morphism, = [m for m in morphisms if m in scd_elements]
# check if tm_element is a morphism of Class_abstract
if class_abs_element == morphism:
# retrieve 'abstract' attribute value
target_node = self.bottom.read_edge_target(tm_element)
abst_model = UUID(self.bottom.read_value(target_node))
abst_node, = self.bottom.read_outgoing_elements(abst_model)
is_abstract = self.bottom.read_value(abst_node)
# retrieve type name
source_node = self.bottom.read_edge_source(tm_element)
type_name = self.type_model_names[source_node]
if is_abstract:
self.structures.pop(type_name)
def match_structures(self):
ref_element, = self.bottom.read_outgoing_elements(self.scd_model, "ModelRef")
# matching
for m_element, m_name in self.model_names.items():
is_edge = self.bottom.read_edge_source(m_element) is not None
for type_name, structure in self.structures.items():
tm_element, = self.bottom.read_outgoing_elements(self.type_model, type_name)
type_is_edge = self.bottom.read_edge_source(tm_element) is not None
if is_edge == type_is_edge:
matched = 0
for name, optional, attr_type in structure:
try:
attr, = self.bottom.read_outgoing_elements(self.model, f"{m_name}.{name}")
attr_tm, = self.bottom.read_outgoing_elements(self.type_model, attr_type)
# if attribute is a modelref, we need to check whether it
# linguistically conforms to the specified type
# if its an internally defined attribute, this will be checked by constraints
morphisms = self.bottom.read_outgoing_elements(attr_tm, "Morphism")
if ref_element in morphisms:
# check conformance of reference model
type_model_uuid = UUID(self.bottom.read_value(attr_tm))
model_uuid = UUID(self.bottom.read_value(attr))
attr_conforms = Conformance(self.state, self.scd_model, model_uuid, type_model_uuid)\
.check_nominal()
else:
# eval constraints
code = self.read_attribute(attr_tm, "constraint")
if code is not None:
attr_conforms = self.evaluate_constraint(code, element=attr)
matched += 1
except ValueError:
# attr not found or failed parsing UUID
if optional:
continue
else:
break
if matched == len(structure):
self.candidates.setdefault(m_name, set()).add(type_name)
# filter out candidates for links based on source and target types
for m_element, m_name in self.model_names.items():
is_edge = self.bottom.read_edge_source(m_element) is not None
if is_edge and m_name in self.candidates:
m_source = self.bottom.read_edge_source(m_element)
m_target = self.bottom.read_edge_target(m_element)
source_candidates = self.candidates[self.model_names[m_source]]
target_candidates = self.candidates[self.model_names[m_target]]
remove = set()
for candidate_name in self.candidates[m_name]:
candidate_element, = self.bottom.read_outgoing_elements(self.type_model, candidate_name)
candidate_source = self.type_model_names[self.bottom.read_edge_source(candidate_element)]
if candidate_source not in source_candidates:
remove.add(candidate_name)
candidate_target = self.type_model_names[self.bottom.read_edge_target(candidate_element)]
if candidate_target not in target_candidates:
remove.add(candidate_name)
self.candidates[m_name] = self.candidates[m_name].difference(remove)
def build_morphisms(self):
if not all([len(c) == 1 for c in self.candidates.values()]):
print("Ambiguous structural matches found, unable to build unique morphism.")
return False
mapping = {k: v.pop() for k, v in self.candidates.items()}
for m_name, tm_name in mapping.items():
# morphism to class/assoc
m_element, = self.bottom.read_outgoing_elements(self.model, m_name)
tm_element, = self.bottom.read_outgoing_elements(self.type_model, tm_name)
self.bottom.create_edge(m_element, tm_element, "Morphism")
# morphism for attributes and attribute links
structure = self.structures[tm_name]
for attr_name, _, attr_type in structure:
try:
# attribute node
attr_element, = self.bottom.read_outgoing_elements(self.model, f"{m_name}.{attr_name}")
attr_type_element, = self.bottom.read_outgoing_elements(self.type_model, attr_type)
self.bottom.create_edge(attr_element, attr_type_element, "Morphism")
# attribute link
attr_link_element, = self.bottom.read_outgoing_elements(self.model, f"{m_name}.{attr_name}_link")
attr_link_type_element, = self.bottom.read_outgoing_elements(self.type_model, f"{tm_name}_{attr_name}")
self.bottom.create_edge(attr_link_element, attr_link_type_element, "Morphism")
except ValueError:
pass
if __name__ == '__main__':
from state.devstate import DevState as State
s = State()
from bootstrap.scd import bootstrap_scd
scd = bootstrap_scd(s)
from bootstrap.pn import bootstrap_pn
ltm_pn = bootstrap_pn(s, "PN")
ltm_pn_lola = bootstrap_pn(s, "PNlola")
from services.pn import PN
my_pn = s.create_node()
PNserv = PN(ltm_pn, my_pn, s)
PNserv.create_place("p1", 5)
PNserv.create_place("p2", 0)
PNserv.create_transition("t1")
PNserv.create_p2t("p1", "t1", 1)
PNserv.create_t2p("t1", "p2", 1)
cf = Conformance(s, scd, my_pn, ltm_pn_lola)
# cf = Conformance(s, scd, ltm_pn, scd)
cf.precompute_structures()
cf.match_structures()
cf.build_morphisms()
print(cf.check_nominal())