This module is a brute force implementation of the ‘finite’ version of RDFS semantics and of OWL 2 RL on the top of RDFLib (with some caveats, see below). Some extensions to these are also implemented.

Brute force means that, in all cases, simple forward chaining rules are used to extend (recursively) the incoming graph with all triples that the rule sets permit (ie, the “deductive closure” of the graph is computed). There is an extra options whether the axiomatic triples are added to the graph (prior to the forward chaining step). These, typically set the domain and range for properties or define some core classes. In the case of RDFS, the implementation uses a ‘finite’ version of the axiomatic triples only (as proposed, for example, by Herman ter Horst). This means that it adds only those rdf:_i type predicates that do appear in the original graph, thereby keeping this step finite. For OWL 2 RL, OWL 2 does not define axiomatic triples formally; but they can be deduced from the OWL 2 RDF Based Semantics document and are listed in Appendix 6 (though informally).


This implementation adds only those triples that refer to OWL terms that are meaningful for the OWL 2 RL case.

Package Entry Points

The main entry point to the package is via the DeductiveClosure class. This class should be initialized to control the parameters of the deductive closure; the forward chaining is done via the L{expand<DeductiveClosure.expand>} method. The simplest way to use the package from an RDFLib application is as follows:

graph = Graph()                                 # creation of an RDFLib graph
...                                             # normal RDFLib application, eg, parsing RDF data
DeductiveClosure(OWLRL_Semantics).expand(graph) # calculate an OWL 2 RL deductive closure of graph
                                                # without axiomatic triples

The first argument of the DeductiveClosure initialization can be replaced by other classes, providing different types of deductive closure; other arguments are also possible. For example:

DeductiveClosure(OWLRL_Extension, rdfs_closure = True, axiomatic_triples = True, datatype_axioms = True).expand(graph)

This will calculate the deductive closure including RDFS and some extensions to OWL 2 RL, and with all possible axiomatic triples added to the graph (this is about the maximum the package can do…)

The same instance of DeductiveClosure can be used for several graph expansions. In other words, the expand function does not change any state.

For convenience, a second entry point to the package is provided in the form of a function called convert_graph(), that expects a directory with various options, including a file name. The function parses the file, creates the expanded graph, and serializes the result into RDF/XML or Turtle. This function is particularly useful as an entry point for a CGI call (where the HTML form parameters are in a directory) and is easy to use with a command line interface. The package distribution contains an example for both.

There are major closure type (ie, semantic closure possibilities); these can be controlled through the appropriate parameters of the DeductiveClosure class:

  • using the OWLRL.OWLRL_Semantics class, implementing the OWL 2 RL.

In all three cases there are other dimensions that can control the exact closure being generated:

  • for convenience, the so called axiomatic triples (see, eg, the axiomatic triples in RDFS are, by default, I{not} added to the graph closure to reduce the number of generated triples. These can be controlled through a separate initialization argument.
  • similarly, the axiomatic triples for D-entailment are separated.

Some Technical/implementation aspects

The core processing is done in the in the Closure.Core class, which is subclassed by the RDFSClosure.RDFS_Semantics and the OWLRL.OWLRL_Semantics classes (these two are then, on their turn, subclassed by the CombinedClosure.RDFS_OWLRL_Semantics class). The core implements the core functionality of cycling through the rules, whereas the rules themselves are defined and implemented in the subclasses. There are also methods that are executed only once either at the beginning or at the end of the full processing cycle. Adding axiomatic triples is handled separately, which allows a finer user control over these features.

Literals must be handled separately. Indeed, the functionality relies on ‘extended’ RDF graphs, that allows literals to be in a subject position, too. Because RDFLib does not allow that, processing begins by exchanging all literals in the graph for bnodes (identical literals get the same associated bnode). Processing occurs on these bnodes; at the end of the process all these bnodes are replaced by their corresponding literals if possible (if the bnode occurs in a subject position, that triple is removed from the resulting graph). Details of this processing is handled in the separate Literals.LiteralProxies class.

The OWL specification includes references to datatypes that are not in the core RDFS specification, consequently not directly implemented by RDFLib. These are added in a separate module of the package.

Problems with Literals with datatypes

The current distribution of RDFLib is fairly poor in handling datatypes, particularly in checking whether a lexical form of a literal is “proper” as for its declared datatype. A typical example is:


which should not be accepted as valid literal. Because the requirements of OWL 2 RL are much stricter in this respect, an alternative set of datatype handling (essentially, conversions) had to be implemented (see the XsdDatatypes module).

The DeductiveClosure class has an additional instance variable whether the default RDFLib conversion routines should be exchanged against the new ones. If this flag is set to True and instance creation (this is the default), then the conversion routines are set back to the originals once the expansion is complete, thereby avoiding to influence older application that may not work properly with the new set of conversion routines.

If the user wants to use these alternative lexical conversions everywhere in the application, then the DeductiveClosure.use_improved_datatypes_conversions() method can be invoked. That method changes the conversion routines and, from that point on, all usage of DeductiveClosure instances will use the improved conversion methods without resetting them. Ie, the code structure can be something like:

... RDFLib application

The default situation can be set back using the DeductiveClosure.use_rdflib_datatypes_conversions() call.

It is, however, not required to use these methods at all. I.e., the user can use:


which will result in a proper graph expansion except for the datatype specific comparisons which will be incomplete.


License: This software is available for use under the W3C Software License

Organization: World Wide Web Consortium

Author: Ivan Herman

class owlrl.DeductiveClosure(closure_class, improved_datatypes=True, rdfs_closure=False, axiomatic_triples=False, datatype_axioms=False)[source]

Bases: object

Entry point to generate the deductive closure of a graph. The exact choice deductive closure is controlled by a class reference. The important initialization parameter is the closure_class, a Class object referring to a subclass of Closure.Core. Although this package includes a number of such subclasses OWLRL_Semantics, RDFS_Semantics, RDFS_OWLRL_Semantics, and OWLRL_Extension, the user can use his/her own if additional rules are implemented.

Note that owl:imports statements are not interpreted in this class, that has to be done beforehand on the graph that is to be expanded.

  • closure_class (subclass of Closure.Core) – A closure class reference.
  • improved_datatypes (bool) – Whether the improved set of lexical-to-Python conversions should be used for datatype handling. See the introduction for more details. Default: True.
  • rdfs_closure (bool) – Whether the RDFS closure should also be executed. Default: False.
  • axiomatic_triples (bool) – Whether relevant axiomatic triples are added before chaining, except for datatype axiomatic triples. Default: False.
  • datatype_axioms (bool) – Whether further datatype axiomatic triples are added to the output. Default: false.

improved_datatype_generic – Whether the improved set of lexical-to-Python conversions should be used for datatype handling in general, I.e., not only for a particular instance and not only for inference purposes. Default: False.


Expand the graph using forward chaining, and with the relevant closure type.

Parameters:graph (rdflib.Graph) – The RDF graph.
improved_datatype_generic = False
static use_improved_datatypes_conversions()[source]

Switch the system to use the improved datatype conversion routines.

static use_rdflib_datatypes_conversions()[source]

Switch the system to use the generic (RDFLib) datatype conversion routines

owlrl.convert_graph(options, closureClass=None)[source]

Entry point for external scripts (CGI or command line) to parse an RDF file(s), possibly execute OWL and/or RDFS closures, and serialize back the result in some format.

Note that this entry point can be used requiring no entailment at all; because both the input and the output format for the package can be RDF/XML or Turtle, such usage would simply mean a format conversion.

If OWL 2 RL processing is required, that also means that the owl:imports statements are interpreted. I.e., ontologies can be spread over several files. Note, however, that the output of the process would then include all imported ontologies, too.

  • options (object) – Object with specific attributes.
  • options.sources (list) – List of uris or file names for the source data; for each one if the name ends with ‘ttl’, it is considered to be turtle, RDF/XML otherwise (this can be overwritten by the options.iformat, though)
  • options.text (str) – Direct Turtle encoding of a graph as a text string (useful, eg, for a CGI call using a text field).
  • options.owlClosure (bool) – Can be yes or no.
  • options.rdfsClosure (bool) – Can be yes or no.
  • options.owlExtras (bool) – Can be yes or no; whether the extra rules beyond OWL 2 RL are used or not.
  • options.axioms (bool) – Whether relevant axiomatic triples are added before chaining (can be a boolean, or the strings “yes” or “no”).
  • options.daxioms (bool) – Further datatype axiomatic triples are added to the output (can be a boolean, or the strings “yes” or “no”).
  • options.format (str) – Output format, can be “turtle” or “rdfxml”.
  • options.iformat (str) – Input format, can be “turtle”, “rdfa”, “json”, “rdfxml”, or “auto”. “auto” means that the suffix of the file is considered: ‘.ttl’. ‘.html’, ‘json’ or ‘.jsonld’ respectively with ‘xml’ as a fallback.
  • options.trimming (bool) – Whether the extension to OWLRL should also include trimming.
  • closureClass (TODO(edmond.chuc@csiro.au): What class is this supposed to be?) – Explicit class reference. If set, this overrides the various different other options to be used as an extension.
owlrl.interpret_owl_imports(iformat, graph)[source]

Interpret the owl import statements. Essentially, recursively merge with all the objects in the owl import statement, and remove the corresponding triples from the graph.

This method can be used by an application prior to expansion. It is not done by the the DeductiveClosure class.

Parameters:iformat – Input format; can be one of AUTO, TURTLE, or RDFXML. AUTO means that

the suffix of the file name or URI will decide: ‘.ttl’ means Turtle, RDF/XML otherwise. :type iformat: str

Parameters:graph (RDFLib.Graph) – The RDFLib Graph instance to parse into.
owlrl.return_closure_class(owl_closure, rdfs_closure, owl_extras, trimming=False)[source]

Return the right semantic extension class based on three possible choices (this method is here to help potential users, the result can be fed into a DeductiveClosure instance at initialization).

  • owl_closure (bool) – Whether OWL 2 RL deductive closure should be calculated.
  • rdfs_closure (bool) – Whether RDFS deductive closure should be calculated. In case owl_closure==True, this parameter should also be used in the initialization of DeductiveClosure.
  • owl_extras (bool) – Whether the extra possibilities (rational datatype, etc) should be added to an OWL 2 RL deductive closure. This parameter has no effect in case owl_closure==False.
  • trimming (bool) – Whether extra trimming is done on the OWL RL + Extension output.

Deductive class reference or None.

Return type:

DeductiveClosure or None