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reasoning.py
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reasoning.py
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# -*- coding: utf-8 -*-
# Owlready2
# Copyright (C) 2013-2019 Jean-Baptiste LAMY
# LIMICS (Laboratoire d'informatique médicale et d'ingénierie des connaissances en santé), UMR_S 1142
# University Paris 13, Sorbonne paris-Cité, Bobigny, France
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU Lesser General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU Lesser General Public License for more details.
# You should have received a copy of the GNU Lesser General Public License
# along with this program. If not, see <http://www.gnu.org/licenses/>.
import re, tempfile
import owlready2
from owlready2.base import *
from owlready2.prop import *
from owlready2.namespace import *
from owlready2.class_construct import *
from owlready2.individual import *
_HERMIT_RESULT_REGEXP = re.compile("^([A-Za-z]+)\\( ((?:<(?:[^>]+)>\s*)+) \\)$", re.MULTILINE)
_HERMIT_PROP_REGEXP = re.compile("^<([^>]+)> \\(known instances:\s*(.*?)(?:\s*\\|\s*)possible instances:\s*(.*?)\s*\\)", re.MULTILINE)
_PELLET_PROP_REGEXP = re.compile("^PROPINST: ([^ ]+) ([^ ]+) ([^ ]+)$", re.MULTILINE)
_PELLET_DATA_PROP_REGEXP = re.compile("^DATAPROPVAL: ([^ ]+) ([^ ]+) literal\((.*?),(.*?),(.*?)\)$", re.MULTILINE)
_HERE = os.path.dirname(__file__)
_HERMIT_CLASSPATH = os.pathsep.join([os.path.join(_HERE, "hermit"), os.path.join(_HERE, "hermit", "HermiT.jar")])
_PELLET_CLASSPATH = os.pathsep.join(
os.path.join(_HERE, "pellet", p) for p in os.listdir(os.path.join(_HERE, "pellet")) if p.endswith(".jar"))
_HERMIT_2_OWL = {
"SubClassOf" : rdfs_subclassof,
"SubPropertyOf" : rdfs_subpropertyof,
"SubObjectPropertyOf" : rdfs_subpropertyof,
"SubDataPropertyOf" : rdfs_subpropertyof,
"Type" : rdf_type,
"EquivalentClasses" : owl_equivalentclass,
"EquivalentObjectProperties" : owl_equivalentproperty,
"EquivalentDataProperties" : owl_equivalentproperty,
}
_OWL_2_TYPE = {
rdfs_subclassof : "class",
rdfs_subpropertyof : "property",
rdf_type : "individual",
owl_equivalentclass : "class",
owl_equivalentproperty : "property",
owl_equivalentindividual : "individual",
}
_TYPE_2_IS_A = {
"class" : rdfs_subclassof,
"property" : rdfs_subpropertyof,
"individual" : rdf_type,
}
_TYPE_2_EQUIVALENT_TO = {
"class" : owl_equivalentclass,
"property" : owl_equivalentproperty,
"individual" : owl_equivalentindividual,
}
_INFERRENCES_ONTOLOGY = "http://inferrences/"
_IS_A_RELATIONS = {"SubClassOf", "SubObjectPropertyOf", "SubDataPropertyOf", "Type"}
_EQUIV_RELATIONS = {"EquivalentClasses", "EquivalentObjectProperties", "EquivalentDataProperties"}
_TYPES = { FunctionalProperty, InverseFunctionalProperty, TransitiveProperty, SymmetricProperty, AsymmetricProperty, ReflexiveProperty, IrreflexiveProperty }
JAVA_MEMORY = 2000
def _keep_most_specific(s, consider_equivalence = True):
r = set()
if consider_equivalence:
for i in s:
if isinstance(i, Construct): r.add(i)
else:
for j in s:
if (i is j) or isinstance(j, Construct): continue
if issubclass(j, i) and ((i.storid < j.storid) or (issubclass_python(j, i))): break
else:
r.add(i)
else:
for i in s:
if isinstance(i, Construct): r.add(i)
else:
for j in s:
if (i is j) or isinstance(j, Construct): continue
if issubclass_python(j, i): break
else:
r.add(i)
return r
def sync_reasoner_hermit(x = None, infer_property_values = False, debug = 1, keep_tmp_file = False):
if isinstance(x, World): world = x
elif isinstance(x, Ontology): world = x.world
elif isinstance(x, list): world = x[0].world
else: world = owlready2.default_world
locked = world.graph.has_write_lock()
if locked: world.graph.release_write_lock() # Not needed during reasoning
try:
if isinstance(x, Ontology): ontology = x
elif CURRENT_NAMESPACES.get(): ontology = CURRENT_NAMESPACES.get()[-1].ontology
else: ontology = world.get_ontology(_INFERRENCES_ONTOLOGY)
tmp = tempfile.NamedTemporaryFile("wb", delete = False)
if isinstance(x, list):
for o in x: o.save(tmp, format = "ntriples", commit = False)
else:
world.save(tmp, format = "ntriples")
tmp.close()
command = [owlready2.JAVA_EXE, "-Xmx%sM" % JAVA_MEMORY, "-cp", _HERMIT_CLASSPATH, "org.semanticweb.HermiT.cli.CommandLine", "-c", "-O", "-D", "-I", "file:///%s" % tmp.name.replace('\\','/')]
if infer_property_values: command.append("-Y")
if debug:
import time
print("* Owlready2 * Running HermiT...", file = sys.stderr)
print(" %s" % " ".join(command), file = sys.stderr)
t0 = time.time()
try:
output = subprocess.check_output(command, stderr = subprocess.STDOUT)
except subprocess.CalledProcessError as e:
if (e.returncode == 1) and (b"Inconsistent ontology" in (e.output or b"")):
raise OwlReadyInconsistentOntologyError()
else:
raise OwlReadyJavaError("Java error message is:\n%s" % (e.stderr or e.output or b"").decode("utf8"))
output = output.decode("utf8").replace("\r","")
if debug:
print("* Owlready2 * HermiT took %s seconds" % (time.time() - t0), file = sys.stderr)
if debug > 1:
print("* Owlready2 * HermiT output:", file = sys.stderr)
print(output, file = sys.stderr)
new_parents = defaultdict(list)
new_equivs = defaultdict(list)
entity_2_type = {}
for relation, concept_iris in _HERMIT_RESULT_REGEXP.findall(output):
concept_storids = [ontology._abbreviate(x) for x in concept_iris[1:-1].split("> <")]
owl_relation = _HERMIT_2_OWL[relation]
if relation in _IS_A_RELATIONS:
if concept_iris[0].startswith("http://www.w3.org/2002/07/owl"): continue
new_parents[concept_storids[0]].append(concept_storids[1])
entity_2_type[concept_storids[0]] = _OWL_2_TYPE[owl_relation]
elif relation in _EQUIV_RELATIONS:
if "http://www.w3.org/2002/07/owl#Nothing" in concept_iris:
for concept_iri, concept_storid in zip(concept_iris, concept_storids):
if concept_iri.startswith("http://www.w3.org/2002/07/owl"): continue
if concept_storid == owl_nothing: continue
new_equivs[concept_storid].append(owl_nothing)
entity_2_type[concept_storid] = _OWL_2_TYPE[owl_relation]
else:
for concept_iri1, concept_storid1 in zip(concept_iris, concept_storids):
if concept_iri1.startswith("http://www.w3.org/2002/07/owl"): continue
for concept_iri2, concept_storid2 in zip(concept_iris, concept_storids):
if concept_iri1 == concept_iri2: continue
new_equivs[concept_storid1].append(concept_storid2)
entity_2_type[concept_storid1] = _OWL_2_TYPE[owl_relation]
if infer_property_values:
inferred_obj_relations = []
for prop_iri, knowns, possibles in _HERMIT_PROP_REGEXP.findall(output):
prop = world[prop_iri]
if prop is None: continue
knowns = knowns[1:-1] # Remove first and last parenthesese
if not knowns.strip(): continue
for pair in knowns.split(")("):
a, b = pair[1:-1].split(">, <", 1)
a_storid = ontology._abbreviate(a, False)
b_storid = ontology._abbreviate(b, False)
if ((not a_storid is None) and (not b_storid is None) and
(not world._has_obj_triple_spo(a_storid, prop.storid, b_storid)) and
((not prop._inverse_property) or (not world._has_obj_triple_spo(b_storid, prop._inverse_storid, a_storid)))):
inferred_obj_relations.append((a_storid, prop, b_storid))
if not keep_tmp_file: os.unlink(tmp.name)
finally:
if locked: world.graph.acquire_write_lock() # re-lock when applying results
_apply_reasoning_results(world, ontology, debug, new_parents, new_equivs, entity_2_type)
if infer_property_values:
_apply_inferred_obj_relations(world, ontology, debug, inferred_obj_relations)
if debug: print("* Owlready * (NB: only changes on entities loaded in Python are shown, other changes are done but not listed)", file = sys.stderr)
sync_reasoner = sync_reasoner_hermit
def sync_reasoner_pellet(x = None, infer_property_values = False, infer_data_property_values = False, debug = 1, keep_tmp_file = False):
if isinstance(x, World): world = x
elif isinstance(x, Ontology): world = x.world
elif isinstance(x, list): world = x[0].world
else: world = owlready2.default_world
locked = world.graph.has_write_lock()
if locked: world.graph.release_write_lock() # Not needed during reasoning
try:
if isinstance(x, Ontology): ontology = x
elif CURRENT_NAMESPACES.get(): ontology = CURRENT_NAMESPACES.get()[-1].ontology
else: ontology = world.get_ontology(_INFERRENCES_ONTOLOGY)
tmp = tempfile.NamedTemporaryFile("wb", delete = False)
if isinstance(x, list):
for o in x: o.save(tmp, format = "ntriples", commit = False)
else:
world.save(tmp, format = "ntriples")
tmp.close()
# Use Jena for loading because OWLAPI is bugged with NTriples.
command = [owlready2.JAVA_EXE, "-Xmx%sM" % JAVA_MEMORY, "-cp", _PELLET_CLASSPATH, "pellet.Pellet", "realize", "--loader", "Jena", "--input-format", "N-Triples", "--ignore-imports", tmp.name]
if infer_property_values: command.insert(-2, "--infer-prop-values")
if infer_data_property_values: command.insert(-2, "--infer-data-prop-values")
if debug:
import time
print("* Owlready2 * Running Pellet...", file = sys.stderr)
print(" %s" % " ".join(command), file = sys.stderr)
t0 = time.time()
try:
output = subprocess.run(command, stdout = subprocess.PIPE, stderr = subprocess.PIPE, check = True).stdout
except subprocess.CalledProcessError as e:
if (e.returncode == 1) and (b"ERROR: Ontology is inconsistent" in (e.stderr or b"")): # XXX
raise OwlReadyInconsistentOntologyError()
else:
raise OwlReadyJavaError("Java error message is:\n%s" % (e.stderr or e.output or b"").decode("utf8"))
try:
output = output.decode("utf8").replace("\r","")
except UnicodeDecodeError:
output = output.decode("latin").replace("\r","")
if debug:
print("* Owlready2 * Pellet took %s seconds" % (time.time() - t0), file = sys.stderr)
if debug > 1:
print("* Owlready2 * Pellet output:", file = sys.stderr)
print(output, file = sys.stderr)
new_parents = defaultdict(list)
new_equivs = defaultdict(list)
entity_2_type = {}
stack = []
for line in output.split("\n"):
if not line: continue
line2 = line.lstrip()
depth = len(line) - len(line2)
splitted = line2.split(" - ", 1)
class_storids = [ontology._abbreviate(class_iri) for class_iri in splitted[0].split(" = ")]
if len(class_storids) > 1:
for class_storid1 in class_storids:
for class_storid2 in class_storids:
if not class_storid1 is class_storid2:
new_equivs[class_storid1].append(class_storid2)
while stack and (stack[-1][0] >= depth): del stack[-1]
if len(stack) > 1: # if len(stack) == 1, it only contains Thing => not interesting
for class_storid in class_storids:
entity_2_type[class_storid] = "class"
new_parents[class_storid].extend(stack[-1][1])
else:
for class_storid in class_storids:
entity_2_type[class_storid] = "class"
stack.append((depth, class_storids))
if len(splitted) == 2:
ind_iris = splitted[1][1:-1].split(", ")
for ind_iri in ind_iris:
ind_storid = ontology._abbreviate(ind_iri)
entity_2_type[ind_storid] = "individual"
new_parents[ind_storid].extend(class_storids)
if infer_property_values:
inferred_obj_relations = []
for a_iri, prop_iri, b_iri in _PELLET_PROP_REGEXP.findall(output):
prop = world[prop_iri]
if prop is None: continue
a_storid = ontology._abbreviate(a_iri, False)
b_storid = ontology._abbreviate(b_iri.strip(), False)
if ((not a_storid is None) and (not b_storid is None) and
(not world._has_obj_triple_spo(a_storid, prop.storid, b_storid)) and
((not prop._inverse_property) or (not world._has_obj_triple_spo(b_storid, prop._inverse_storid, a_storid)))):
inferred_obj_relations.append((a_storid, prop, b_storid))
if infer_data_property_values:
inferred_data_relations = []
for a_iri, prop_iri, value, lang, datatype in _PELLET_DATA_PROP_REGEXP.findall(output):
prop = world[prop_iri]
if prop is None: continue
a_storid = ontology._abbreviate(a_iri, False)
if lang and (lang != "()"):
datatype = "@%s" % lang
else:
datatype = ontology._abbreviate(datatype)
python_datatype = owlready2.base._universal_abbrev_2_datatype.get(datatype)
if python_datatype is int: value = int (value)
elif python_datatype is float: value = float(value)
if ((not a_storid is None) and
(not world._has_data_triple_spod(a_storid, prop.storid, value))):
inferred_data_relations.append((a_storid, prop, value, datatype))
if not keep_tmp_file: os.unlink(tmp.name)
finally:
if locked: world.graph.acquire_write_lock() # re-lock when applying results
_apply_reasoning_results(world, ontology, debug, new_parents, new_equivs, entity_2_type)
if infer_property_values: _apply_inferred_obj_relations (world, ontology, debug, inferred_obj_relations)
if infer_data_property_values: _apply_inferred_data_relations(world, ontology, debug, inferred_data_relations)
if debug: print("* Owlready * (NB: only changes on entities loaded in Python are shown, other changes are done but not listed)", file = sys.stderr)
def _apply_reasoning_results(world, ontology, debug, new_parents, new_equivs, entity_2_type):
new_parents_loaded = defaultdict(list)
new_equivs_loaded = defaultdict(list)
for child_storid, parent_storids in new_parents.items():
for parent_storid in parent_storids:
owl_relation = _TYPE_2_IS_A[entity_2_type[child_storid]]
if not ontology.world._has_obj_triple_spo(child_storid, owl_relation, parent_storid):
ontology._add_obj_triple_spo(child_storid, owl_relation, parent_storid)
child = world._entities.get(child_storid)
if not child is None:
l = new_parents_loaded[child] = []
for parent_storid in parent_storids:
parent = world._get_by_storid(parent_storid)
if parent is None:
print("* Owlready2 * Warning: Cannot find new parent '%s'" % parent_storid, file = sys.stderr)
else:
l.append(parent)
for concept1_storid, concept2_storids in new_equivs.items():
for concept2_storid in concept2_storids:
owl_relation = _TYPE_2_EQUIVALENT_TO[entity_2_type[concept1_storid]]
if not ontology.world._has_obj_triple_spo(concept1_storid, owl_relation, concept2_storid):
ontology._add_obj_triple_spo(concept1_storid, owl_relation, concept2_storid)
if concept2_storid == owl_nothing:
concept1 = world._entities.get(concept1_storid)
if not concept1 is None: new_equivs_loaded[concept1].append(Nothing)
else:
concept1 = world._entities.get(concept1_storid)
concept2 = world._entities.get(concept2_storid)
if concept1 or concept2:
concept1 = concept1 or world._get_by_storid(concept1_storid)
concept2 = concept2 or world._get_by_storid(concept2_storid)
if not concept1 is concept2: new_equivs_loaded[concept1].append(concept2)
with LOADING: # Because triples were asserted above => only modify Python objects WITHOUT creating new triples!
for concept1, concepts2 in new_equivs_loaded.items():
for concept2 in concepts2:
if debug: print("* Owlready * Equivalenting:", concept1, concept2, file = sys.stderr)
if not concept2 in concept1.equivalent_to: concept1.equivalent_to._append(concept2)
for child, parents in new_parents_loaded.items():
old = set(parent for parent in child.is_a if not isinstance(parent, Construct))
new = set(parents)
#new.update([parent_eq for parent in new for parent_eq in parent.equivalent_to.indirect() if not isinstance(parent, Construct)])
new.update(old & _TYPES) # Types are not shown by HermiT
if old == new: continue
new = _keep_most_specific(new, consider_equivalence = False)
if old == new: continue
if debug: print("* Owlready * Reparenting %s:" % child, old, "=>", new, file = sys.stderr)
new_is_a = list(child.is_a)
for removed in old - new: new_is_a.remove(removed)
for added in new - old: new_is_a.append(added)
child.is_a.reinit(new_is_a)
for child_eq in child.equivalent_to.indirect():
if isinstance(child_eq, ThingClass):
if debug: print("* Owlready * Reparenting %s (since equivalent):" % child_eq, old, "=>", new, file = sys.stderr)
new_is_a = list(child_eq.is_a)
for removed in old - new:
if removed in new_is_a: new_is_a.remove(removed)
for added in new - old:
if not added in new_is_a: new_is_a.append(added)
child_eq.is_a.reinit(new_is_a)
def _apply_inferred_obj_relations(world, ontology, debug, relations):
for a_storid, prop, b_storid in relations:
ontology._add_obj_triple_spo(a_storid, prop.storid, b_storid)
a = world._entities.get(a_storid)
if not a is None:
if debug:
b = world._entities.get(b_storid)
if not b is None: print("* Owlready * Adding relation %s %s %s" % (a, prop.name, b))
if prop._python_name in a.__dict__:
delattr(a, prop._python_name)
if prop._inverse_property:
b = world._entities.get(b_storid)
if not b is None:
if prop._inverse_property._python_name in b.__dict__:
delattr(b, prop._inverse_property._python_name)
def _apply_inferred_data_relations(world, ontology, debug, relations):
for a_storid, prop, value, datatype in relations:
ontology._add_data_triple_spod(a_storid, prop.storid, value, datatype)
a = world._entities.get(a_storid)
if not a is None:
if debug:
print("* Owlready * Adding relation %s %s %s" % (a, prop.name, value))
if prop._python_name in a.__dict__:
delattr(a, prop._python_name)