Examples from the lectures: Difference between revisions
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==S11== | ==S11== | ||
===Simple DL reasoning in | ===Simple DL reasoning in Protégé=== | ||
Download the [[:file:ex-prop-res.owl.txt | OWL file]], and remove the ".txt" suffix (required by the wiki platform). | |||
Load the renamed file into Protege-OWL. From the "Reasoner" menu, choose "HermiT ..." and then "Start reasoner" to see the results of reasoning. Whenever you change the ontology, use "Synchronize reasoner" to update the reasoning results. | |||
===Simple DL reasoning in Python's owlready2=== | |||
<syntaxhighlight> | |||
import os | |||
from owlready2 import * | |||
TEMP_DIR = 'temp_owlready2/' | |||
if os.name=='nt': | |||
JAVA_EXE = 'C:\\Program Files\\Java\\jre1.8.0_251' | |||
# JAVA_EXE = os.getenv('JRE_HOME') | |||
EX = 'file://ex-prop-res.owl' | |||
onto = get_ontology(EX) | |||
onto.load('file://ex-prop-res.owl') | |||
g = default_world.as_rdflib_graph() | |||
print(g.serialize(format='ttl')) | |||
for ind in onto.individuals(): | |||
print(ind, ind.is_a) | |||
sync_reasoner() | |||
for ind in onto.individuals(): | |||
print(ind, ind.is_a) | |||
</syntaxhighlight> |
Revision as of 11:32, 4 April 2022
This page contains code examples from the lectures.
S02
Getting started with RDFlib
from inspect import formatargspec
from rdflib import Graph, Literal, RDF, FOAF, Namespace
g = Graph()
EX = Namespace('http://ex.org/')
g.add((EX.Bob, RDF.type, FOAF.Person))
g.add((EX.Alice, RDF.type, FOAF.Person))
g.add((EX.Carol, RDF.type, FOAF.Person))
g.add((EX.Bob, FOAF.knows, EX.Alice))
g.add((EX.Bob, FOAF.knows, EX.Carol))
g.add((EX.Bob, FOAF.name, Literal('Bob')))
g.add((EX.Alice, FOAF.name, Literal('Alice')))
g.add((EX.Carol, FOAF.name, Literal('Carol')))
g.namespace_manager.bind('ex', EX)
print(g.serialize(format='json-ld'))
for p, o in g[ EX.Bob : : ]:
print(p, o)
g2 = Graph()
g2.parse('https://www.wikidata.org/entity/Q935079.ttl')
print(g2.serialize())
S03
Local query with RDFlib
from rdflib import Graph, Namespace
REX = Namespace('http://example.org/royal#')
g = Graph()
g.parse('family.ttl', format='ttl')
res = g.query("""
CONSTRUCT {
?child fam:aunt ?aunt .
} WHERE {
?child fam:hasParent / fam:hasSister ?aunt .
}
""",
initNs={
'fam': 'http://example.org/family#'
},
initBindings={
'child': REX.SverreMagnus
})
S04
Remote query with SPARQLWrapper
import SPARQLWrapper
endpoint = 'http://sandbox.i2s.uib.no/bigdata/namespace/kb/sparql'
paper_uri = 'http://semanticscholar.org/paper/c93a37e6922e09f34fc093f7e4f9675775d4557d'
client = SPARQLWrapper.SPARQLWrapper(endpoint=endpoint)
client.setReturnFormat('json')
client.setQuery(f'''
DESCRIBE <{paper_uri}>
''')
res = client.queryAndConvert()
Remote update with SPARQLWrapper
client.setReturnFormat('xml')
client.setMethod('POST')
client.setQuery('''
DELETE DATA {
<http://example.org/Abra> <http://example.org/ka> <http://example.org/Dabra> .
}
''')
res = client.queryAndConvert()
client.setMethod('GET')
Local update with RDFlib
from rdflib import Graph, Namespace
g = Graph()
g.parse('family.ttl', format='turtle')
FAM = Namespace('http://example.org/family#')
g.update('''
DELETE {
?child fam:hasAunt ?parent .
} INSERT {
?child fam:hasAunt ?sister .
} WHERE {
?child fam:hasParent ?parent .
?parent fam:hasSister ?sister .
}
''',
initNs={
'fam': FAM
})
print(g.serialize(format='turtle'))
S07
RDFS programming with owlrl .
Syllogism (rule rdfs9)
from rdflib import Graph, RDF, RDFS, OWL, Namespace
import owlrl
EX = Namespace('http://example.org#')
g = Graph()
g.bind('', EX)
NS = {
'': EX,
'rdf': RDF,
'rdfs': RDFS,
}
g.update("""
INSERT DATA {
:Socrates rdf:type :Man .
:Man rdfs:subClassOf :Mortal .
}
""", initNs=NS)
rdfs_engine = owlrl.RDFSClosure.RDFS_Semantics(g, True, False, False)
rdfs_engine.closure()
rdfs_engine.flush_stored_triples()
res = g.query("""
ASK { :Socrates rdf:type :Mortal . }
""", initNs=NS)
print(res.askAnswer)
Domain and range (rules rdfs2-3)
from rdflib import Graph, RDF, RDFS, OWL, Namespace
import owlrl
EX = Namespace('http://example.org#')
g = Graph()
g.bind('', EX)
NS = {
'': EX,
'rdf': RDF,
'rdfs': RDFS,
}
g.update("""
INSERT DATA {
:Socrates :husbandOf :Xantippe .
:husbandOf rdfs:domain :Man .
:husbandOf rdfs:range :Woman .
}
""", initNs=NS)
rdfs_engine = owlrl.RDFSClosure.RDFS_Semantics(g, True, False, False)
rdfs_engine.closure()
rdfs_engine.flush_stored_triples()
res = g.query("""
ASK { :Xantippe rdf:type :Woman . }
""", initNs=NS)
print(res.askAnswer)
S08
owl:inverseOf
from rdflib import Graph, Namespace, RDF, RDFS, FOAF
import owlrl
EX = Namespace('http://ex.org/')
g = Graph()
g.bind('', EX)
g.add((EX.Andreas, RDF.type, EX.Teacher))
g.add((EX.Martin, RDF.type, EX.Teacher))
g.add((EX.Tobias, RDF.type, EX.Teacher))
g.add((EX.Martin, RDF.type, EX.Student))
g.add((EX.Tobias, RDF.type, EX.Student))
g.add((EX.Mariah, RDF.type, EX.Student))
g.add((EX.Bahareh, RDF.type, EX.Student))
# g.add((EX.Teacher, RDFS.subClassOf, FOAF.Person))
# g.add((EX.Student, RDFS.subClassOf, FOAF.Person))
g.update("""
INSERT DATA {
:Martin :hasSupervisor :Andreas .
:hasSupervisor owl:inverseOf :supervisorOf .
}
""")
This gives no response:
res = g.query("""
SELECT ?person WHERE {
:Andreas :supervisorOf ?person .
}
""")
print(res.serialize(format='txt').decode())
Not this either:
engine = owlrl.CombinedClosure.RDFS_OWLRL_Semantics(g, False, False, False)
engine.closure()
engine.flush_stored_triples()
res = g.query("""
SELECT ?person WHERE {
:Andreas :supervisorOf ?person .
}
""")
print(res.serialize(format='txt').decode())
But this prints out a response:
engine = owlrl.CombinedClosure.RDFS_OWLRL_Semantics(g, False, False, False)
engine.closure()
engine.flush_stored_triples()
res = g.query("""
SELECT ?person WHERE {
:Andreas :supervisorOf ?person .
}
""")
print(res.serialize(format='txt').decode())
S11
Simple DL reasoning in Protégé
Download the OWL file, and remove the ".txt" suffix (required by the wiki platform).
Load the renamed file into Protege-OWL. From the "Reasoner" menu, choose "HermiT ..." and then "Start reasoner" to see the results of reasoning. Whenever you change the ontology, use "Synchronize reasoner" to update the reasoning results.
Simple DL reasoning in Python's owlready2
import os
from owlready2 import *
TEMP_DIR = 'temp_owlready2/'
if os.name=='nt':
JAVA_EXE = 'C:\\Program Files\\Java\\jre1.8.0_251'
# JAVA_EXE = os.getenv('JRE_HOME')
EX = 'file://ex-prop-res.owl'
onto = get_ontology(EX)
onto.load('file://ex-prop-res.owl')
g = default_world.as_rdflib_graph()
print(g.serialize(format='ttl'))
for ind in onto.individuals():
print(ind, ind.is_a)
sync_reasoner()
for ind in onto.individuals():
print(ind, ind.is_a)