/usr/share/perl5/Bio/Ontology/SimpleOntologyEngine.pm is in libbio-perl-perl 1.6.924-3.
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# BioPerl module for Bio::Ontology::SimpleOntologyEngine
#
# Please direct questions and support issues to <bioperl-l@bioperl.org>
#
# Cared for by Peter Dimitrov <dimitrov@gnf.org>
#
# Copyright Peter Dimitrov
# (c) Peter Dimitrov, dimitrov@gnf.org, 2002.
# (c) GNF, Genomics Institute of the Novartis Research Foundation, 2002.
#
# You may distribute this module under the same terms as perl itself.
# Refer to the Perl Artistic License (see the license accompanying this
# software package, or see http://www.perl.com/language/misc/Artistic.html)
# for the terms under which you may use, modify, and redistribute this module.
#
# THIS PACKAGE IS PROVIDED "AS IS" AND WITHOUT ANY EXPRESS OR IMPLIED
# WARRANTIES, INCLUDING, WITHOUT LIMITATION, THE IMPLIED WARRANTIES OF
# MERCHANTIBILITY AND FITNESS FOR A PARTICULAR PURPOSE.
#
# POD documentation - main docs before the code
=head1 NAME
Bio::Ontology::SimpleOntologyEngine - Implementation of OntologyEngineI interface
=head1 SYNOPSIS
my $soe = Bio::Ontology::SimpleOntologyEngine->new;
=head1 DESCRIPTION
This is a "simple" implementation of Bio::Ontology::OntologyEngineI.
=head1 FEEDBACK
=head2 Mailing Lists
User feedback is an integral part of the evolution of this and other
Bioperl modules. Send your comments and suggestions preferably to
the Bioperl mailing list. Your participation is much appreciated.
bioperl-l@bioperl.org - General discussion
http://bioperl.org/wiki/Mailing_lists - About the mailing lists
=head2 Support
Please direct usage questions or support issues to the mailing list:
I<bioperl-l@bioperl.org>
rather than to the module maintainer directly. Many experienced and
reponsive experts will be able look at the problem and quickly
address it. Please include a thorough description of the problem
with code and data examples if at all possible.
=head2 Reporting Bugs
Report bugs to the Bioperl bug tracking system to help us keep track
of the bugs and their resolution. Bug reports can be submitted via
the web:
https://github.com/bioperl/bioperl-live/issues
=head1 AUTHOR - Peter Dimitrov
Email dimitrov@gnf.org
=head1 CONTRIBUTORS
Hilmar Lapp, hlapp at gmx.net
=head1 APPENDIX
The rest of the documentation details each of the object methods.
Internal methods are usually preceded with a _
=cut
# Let the code begin...
package Bio::Ontology::SimpleOntologyEngine;
use strict;
use Carp;
use Bio::Ontology::RelationshipFactory;
use Data::Dumper;
use base qw(Bio::Root::Root Bio::Ontology::OntologyEngineI);
=head2 new
Title : new
Usage : $soe = Bio::Ontology::SimpleOntologyEngine->new;
Function: Initializes the ontology engine.
Example : $soe = Bio::Ontology::SimpleOntologyEngine->new;
Returns : Object of class SimpleOntologyEngine.
Args :
=cut
sub new {
my ( $class, @args ) = @_;
my $self = $class->SUPER::new(@args);
# my %param = @args;
$self->_term_store( {} );
$self->_relationship_store( {} );
$self->_inverted_relationship_store( {} );
$self->_relationship_type_store( {} );
$self->_instantiated_terms_store( {} );
# set defaults for the factories
$self->relationship_factory(
Bio::Ontology::RelationshipFactory->new( -type => "Bio::Ontology::Relationship" ) );
return $self;
}
=head2 _instantiated_terms_store
Title : _instantiated_terms_store
Usage : $obj->_instantiated_terms_store($newval)
Function:
Example :
Returns : hash
Args : empty hash
=cut
sub _instantiated_terms_store {
my ( $self, $value ) = @_;
if ( defined $value ) {
$self->{'_instantiated_terms_store'} = $value;
}
return $self->{'_instantiated_terms_store'};
}
=head2 mark_instantiated
Title : mark_instantiated
Usage : $self->mark_instantiated(TermI terms): TermI
Function: Marks TermI objects as fully instantiated,
allowing for proper counting of the number of terms in the term store.
The TermI objects has to be already stored in the term store in order
to be marked.
Example : $self->mark_instantiated($term);
Returns : its argument or throws an exception if a term is not
in the term store.
Args : array of objects of class TermI.
=cut
sub mark_instantiated {
my ( $self, @terms ) = @_;
foreach my $term (@terms) {
$self->throw( "term " . $term->identifier . " not in the term store\n" )
if !defined $self->_term_store->{ $term->identifier };
$self->_instantiated_terms_store->{ $term->identifier } = 1;
}
return @terms;
}
=head2 mark_uninstantiated
Title : mark_uninstantiated
Usage : $self->mark_uninstantiated(TermI terms): TermI
Function: Marks TermI objects as not fully instantiated,
Example : $self->mark_uninstantiated($term);
Returns : its argument or throws an exception if a term is not
in the term store(if the term is not marked it does nothing).
Args : array of objects of class TermI.
=cut
sub mark_uninstantiated {
my ( $self, @terms ) = @_;
foreach my $term (@terms) {
$self->throw( "term " . $term->identifier . " not in the term store\n" )
if !defined $self->_term_store->{ $term->identifier };
delete $self->_instantiated_terms_store->{ $term->identifier }
if defined $self->_instantiated_terms_store->{ $term->identifier };
}
return @terms;
}
=head2 _term_store
Title : term_store
Usage : $obj->_term_store($newval)
Function:
Example :
Returns : reference to an array of Bio::Ontology::TermI objects
Args : reference to an array of Bio::Ontology::TermI objects
=cut
sub _term_store {
my ( $self, $value ) = @_;
if ( defined $value ) {
if ( defined $self->{'_term_store'} ) {
$self->throw("_term_store already defined\n");
} else {
$self->{'_term_store'} = $value;
}
}
return $self->{'_term_store'};
}
=head2 add_term
Title : add_term
Usage : add_term(TermI term): TermI
Function: Adds TermI object to the ontology engine term store.
Marks the term fully instantiated by default.
Example : $soe->add_term($term)
Returns : its argument.
Args : object of class TermI.
=cut
sub add_term {
my ( $self, $term ) = @_;
my $term_store = $self->_term_store;
if ( defined $term_store->{ $term->identifier } && $self->_instantiated_terms_store->{ $term->identifier }) {
$self->throw( "term " . $term->identifier . " already defined\n" );
} else {
$term_store->{ $term->identifier } = $term;
$self->_instantiated_terms_store->{ $term->identifier } = 1;
}
return $term;
}
=head2 get_term_by_identifier
Title : get_term_by_identifier
Usage : get_term_by_identifier(String id): TermI
Function: Retrieves terms from the term store by their identifier
field, or an empty list if not there.
Example : $term = $soe->get_term_by_identifier("IPR000001");
Returns : An array of zero or more Bio::Ontology::TermI objects.
Args : An array of identifier strings
=cut
sub get_term_by_identifier {
my ( $self, @ids ) = @_;
my @ans = ();
foreach my $id (@ids) {
my $term = $self->_term_store->{$id};
push @ans, $term if defined $term;
}
return @ans;
}
=head2 _get_number_rels
Title : get_number_rels
Usage :
Function:
Example :
Returns :
Args :
=cut
sub _get_number_rels {
my ($self) = @_;
my $num_rels = 0;
foreach my $entry ( $self->_relationship_store ) {
$num_rels += scalar keys %$entry;
}
return $num_rels;
}
=head2 _get_number_terms
Title : _get_number_terms
Usage :
Function:
Example :
Returns :
Args :
=cut
sub _get_number_terms {
my ($self) = @_;
return scalar $self->_filter_unmarked( values %{ $self->_term_store } );
}
=head2 _relationship_store
Title : _storerelationship_store
Usage : $obj->relationship_store($newval)
Function:
Example :
Returns : reference to an array of Bio::Ontology::TermI objects
Args : reference to an array of Bio::Ontology::TermI objects
=cut
sub _relationship_store {
my ( $self, $value ) = @_;
if ( defined $value ) {
if ( defined $self->{'_relationship_store'} ) {
$self->throw("_relationship_store already defined\n");
} else {
$self->{'_relationship_store'} = $value;
}
}
return $self->{'_relationship_store'};
}
=head2 _inverted_relationship_store
Title : _inverted_relationship_store
Usage :
Function:
Example :
Returns : reference to an array of Bio::Ontology::TermI objects
Args : reference to an array of Bio::Ontology::TermI objects
=cut
sub _inverted_relationship_store {
my ( $self, $value ) = @_;
if ( defined $value ) {
if ( defined $self->{'_inverted_relationship_store'} ) {
$self->throw("_inverted_relationship_store already defined\n");
} else {
$self->{'_inverted_relationship_store'} = $value;
}
}
return $self->{'_inverted_relationship_store'};
}
=head2 _relationship_type_store
Title : _relationship_type_store
Usage : $obj->_relationship_type_store($newval)
Function:
Example :
Returns : reference to an array of Bio::Ontology::RelationshipType objects
Args : reference to an array of Bio::Ontology::RelationshipType objects
=cut
sub _relationship_type_store {
my ( $self, $value ) = @_;
if ( defined $value ) {
if ( defined $self->{'_relationship_type_store'} ) {
$self->throw("_relationship_type_store already defined\n");
} else {
$self->{'_relationship_type_store'} = $value;
}
}
return $self->{'_relationship_type_store'};
}
=head2 _add_relationship_simple
Title : _add_relationship_simple
Usage :
Function:
Example :
Returns :
Args :
=cut
sub _add_relationship_simple {
my ( $self, $store, $rel, $inverted ) = @_;
my $subject = $rel->subject_term
or $self->throw('cannot add relationship, relationship has no subject_term');
my $object = $rel->object_term
or $self->throw('cannot add relationship, relationship has no object_term');
my ( $parent_id, $child_id ) = ( $object->identifier, $subject->identifier );
( $parent_id, $child_id ) = ( $child_id, $parent_id ) if $inverted;
if ( defined $store->{$parent_id}
&& defined $store->{$parent_id}->{$child_id}
&& $store->{$parent_id}->{$child_id}->name ne $rel->predicate_term->name
) {
$self->throw( "relationship "
. $rel->predicate_term->name
. " between "
. $parent_id . " and "
. $child_id
. " already defined as "
. $store->{$parent_id}->{$child_id}->name
. "\n" );
}
# all is well if we get here
$store->{$parent_id}->{$child_id} = $rel->predicate_term;
}
=head2 add_relationship
Title : add_relationship
Usage : add_relationship(RelationshipI relationship): RelationshipI
Function: Adds a relationship object to the ontology engine.
Example :
Returns : Its argument.
Args : A RelationshipI object.
=cut
sub add_relationship {
my ( $self, $rel ) = @_;
$self->_add_relationship_simple( $self->_relationship_store, $rel, 0 );
$self->_add_relationship_simple( $self->_inverted_relationship_store, $rel, 1 );
$self->_relationship_type_store->{ $self->_unique_termid( $rel->predicate_term ) } =
$rel->predicate_term;
return $rel;
}
=head2 get_relationships
Title : get_relationships
Usage : get_relationships(): RelationshipI
Function: Retrieves all relationship objects.
Example :
Returns : Array of RelationshipI objects
Args :
=cut
sub get_relationships {
my $self = shift;
my $term = shift;
my @rels;
my $store = $self->_relationship_store;
my $relfact = $self->relationship_factory();
my @parent_ids = $term
?
# if a term is supplied then only get the term's parents
( map { $_->identifier(); } $self->get_parent_terms($term) )
:
# otherwise use all parent ids
( keys %{$store} );
# add the term as a parent too if one is supplied
push( @parent_ids, $term->identifier ) if $term;
foreach my $parent_id (@parent_ids) {
my $parent_entry = $store->{$parent_id};
# if a term is supplied, add a relationship for the parent to the term
# except if the parent is the term itself (we added that one before)
if ( $term && ( $parent_id ne $term->identifier() ) ) {
my @parent_terms = $self->get_term_by_identifier($parent_id);
foreach my $parent_term (@parent_terms) {
push(
@rels,
$relfact->create_object(
-object_term => $parent_term,
-subject_term => $term,
-predicate_term => $parent_entry->{ $term->identifier },
-ontology => $term->ontology()
)
);
}
} else {
# otherwise, i.e., no term supplied, or the parent equals the
# supplied term
my @parent_terms = $term ? ($term) : $self->get_term_by_identifier($parent_id);
foreach my $child_id ( keys %$parent_entry ) {
my $rel_info = $parent_entry->{$child_id};
my ($subj_term) = $self->get_term_by_identifier($child_id);
foreach my $parent_term (@parent_terms) {
push(
@rels,
$relfact->create_object(
-object_term => $parent_term,
-subject_term => $subj_term,
-predicate_term => $rel_info,
-ontology => $parent_term->ontology
)
);
}
}
}
}
return @rels;
}
=head2 get_all_relationships
Title : get_all_relationships
Usage : get_all_relationships(): RelationshipI
Function: Retrieves all relationship objects.
Example :
Returns : Array of RelationshipI objects
Args :
=cut
sub get_all_relationships {
return shift->get_relationships();
}
=head2 get_predicate_terms
Title : get_predicate_terms
Usage : get_predicate_terms(): TermI
Function: Retrives all relationship types stored in the engine
Example :
Returns : reference to an array of Bio::Ontology::RelationshipType objects
Args :
=cut
sub get_predicate_terms {
my ($self) = @_;
return values %{ $self->_relationship_type_store };
}
=head2 _is_rel_type
Title : _is_rel_type
Usage :
Function:
Example :
Returns :
Args :
=cut
sub _is_rel_type {
my ( $self, $term, @rel_types ) = @_;
foreach my $rel_type (@rel_types) {
if ( $rel_type->identifier || $term->identifier ) {
return 1 if $rel_type->identifier eq $term->identifier;
} else {
return 1 if $rel_type->name eq $term->name;
}
}
return 0;
}
=head2 _typed_traversal
Title : _typed_traversal
Usage :
Function:
Example :
Returns :
Args :
=cut
sub _typed_traversal {
my ( $self, $rel_store, $level, $term_id, @rel_types ) = @_;
return if !defined( $rel_store->{$term_id} );
my %parent_entry = %{ $rel_store->{$term_id} };
my @children = keys %parent_entry;
my @ans;
if ( @rel_types > 0 ) {
@ans = ();
foreach my $child_id (@children) {
push @ans, $child_id
if $self->_is_rel_type( $rel_store->{$term_id}->{$child_id}, @rel_types );
}
} else {
@ans = @children;
}
if ( $level < 1 ) {
my @ans1 = ();
foreach my $child_id (@ans) {
push @ans1, $self->_typed_traversal( $rel_store, $level - 1, $child_id, @rel_types )
if defined $rel_store->{$child_id};
}
push @ans, @ans1;
}
return @ans;
}
=head2 get_child_terms
Title : get_child_terms
Usage : get_child_terms(TermI term, TermI predicate_terms): TermI
get_child_terms(TermI term, RelationshipType predicate_terms): TermI
Function: Retrieves all child terms of a given term, that satisfy a
relationship among those that are specified in the second
argument or undef otherwise. get_child_terms is a special
case of get_descendant_terms, limiting the search to the
direct descendants.
Example :
Returns : Array of TermI objects.
Args : First argument is the term of interest, second is the list of
relationship type terms.
=cut
sub get_child_terms {
my ( $self, $term, @relationship_types ) = @_;
$self->throw("must provide TermI compliant object")
unless defined($term) && $term->isa("Bio::Ontology::TermI");
return $self->_filter_unmarked(
$self->get_term_by_identifier(
$self->_typed_traversal(
$self->_relationship_store, 1, $term->identifier, @relationship_types
)
)
);
}
=head2 get_descendant_terms
Title : get_descendant_terms
Usage : get_descendant_terms(TermI term, TermI rel_types): TermI
get_child_terms(TermI term, RelationshipType predicate_terms): TermI
Function: Retrieves all descendant terms of a given term, that
satisfy a relationship among those that are specified in
the second argument or undef otherwise. Uses
_typed_traversal to find all descendants.
Example :
Returns : Array of TermI objects.
Args : First argument is the term of interest, second is the list of
relationship type terms.
=cut
sub get_descendant_terms {
my ( $self, $term, @relationship_types ) = @_;
$self->throw("must provide TermI compliant object")
unless defined($term) && $term->isa("Bio::Ontology::TermI");
return $self->_filter_unmarked(
$self->_filter_repeated(
$self->get_term_by_identifier(
$self->_typed_traversal(
$self->_relationship_store, 0, $term->identifier, @relationship_types
)
)
)
);
}
=head2 get_parent_terms
Title : get_parent_terms
Usage : get_parent_terms(TermI term, TermI predicate_terms): TermI
get_child_terms(TermI term, RelationshipType predicate_terms): TermI
Function: Retrieves all parent terms of a given term, that satisfy a
relationship among those that are specified in the second
argument or undef otherwise. get_parent_terms is a special
case of get_ancestor_terms, limiting the search to the
direct ancestors.
Example :
Returns : Array of TermI objects.
Args : First argument is the term of interest, second is the list of relationship type terms.
=cut
sub get_parent_terms {
my ( $self, $term, @relationship_types ) = @_;
$self->throw("term must be a valid object, not undef") unless defined $term;
return $self->_filter_unmarked(
$self->get_term_by_identifier(
$self->_typed_traversal(
$self->_inverted_relationship_store,
1, $term->identifier, @relationship_types
)
)
);
}
=head2 get_ancestor_terms
Title : get_ancestor_terms
Usage : get_ancestor_terms(TermI term, TermI predicate_terms): TermI
get_child_terms(TermI term, RelationshipType predicate_terms): TermI
Function: Retrieves all ancestor terms of a given term, that satisfy
a relationship among those that are specified in the second
argument or undef otherwise. Uses _typed_traversal to find
all ancestors.
Example :
Returns : Array of TermI objects.
Args : First argument is the term of interest, second is the list
of relationship type terms.
=cut
sub get_ancestor_terms {
my ( $self, $term, @relationship_types ) = @_;
$self->throw("term must be a valid object, not undef") unless defined $term;
return $self->_filter_unmarked(
$self->_filter_repeated(
$self->get_term_by_identifier(
$self->_typed_traversal(
$self->_inverted_relationship_store, 0,
$term->identifier, @relationship_types
)
)
)
);
}
=head2 get_leaf_terms
Title : get_leaf_terms
Usage : get_leaf_terms(): TermI
Function: Retrieves all leaf terms from the ontology. Leaf term is a term w/o descendants.
Example : @leaf_terms = $obj->get_leaf_terms()
Returns : Array of TermI objects.
Args :
=cut
sub get_leaf_terms {
my ($self) = @_;
my @leaf_terms;
foreach my $term ( values %{ $self->_term_store } ) {
push @leaf_terms, $term
if !defined $self->_relationship_store->{ $term->identifier }
&& defined $self->_instantiated_terms_store->{ $term->identifier };
}
return @leaf_terms;
}
=head2 get_root_terms
Title : get_root_terms
Usage : get_root_terms(): TermI
Function: Retrieves all root terms from the ontology. Root term is a term w/o descendants.
Example : @root_terms = $obj->get_root_terms()
Returns : Array of TermI objects.
Args :
=cut
sub get_root_terms {
my ($self) = @_;
my @root_terms;
foreach my $term ( values %{ $self->_term_store } ) {
push @root_terms, $term
if !defined $self->_inverted_relationship_store->{ $term->identifier }
&& defined $self->_instantiated_terms_store->{ $term->identifier };
}
return @root_terms;
}
=head2 _filter_repeated
Title : _filter_repeated
Usage : @lst = $self->_filter_repeated(@old_lst);
Function: Removes repeated terms
Example :
Returns : List of unique TermI objects
Args : List of TermI objects
=cut
sub _filter_repeated {
my ( $self, @args ) = @_;
my %h;
foreach my $element (@args) {
$h{ $element->identifier } = $element if !defined $h{ $element->identifier };
}
return values %h;
}
=head2 get_all_terms
Title : get_all_terms
Usage : get_all_terms(): TermI
Function: Retrieves all terms currently stored in the ontology.
Example : @all_terms = $obj->get_all_terms()
Returns : Array of TermI objects.
Args :
=cut
sub get_all_terms {
my ($self) = @_;
return $self->_filter_unmarked( values %{ $self->_term_store } );
}
=head2 find_terms
Title : find_terms
Usage : ($term) = $oe->find_terms(-identifier => "SO:0000263");
Function: Find term instances matching queries for their attributes.
This implementation can efficiently resolve queries by
identifier.
Example :
Returns : an array of zero or more Bio::Ontology::TermI objects
Args : Named parameters. The following parameters should be recognized
by any implementations:
-identifier query by the given identifier
-name query by the given name
=cut
sub find_terms {
my ( $self, @args ) = @_;
my @terms;
my ( $id, $name ) = $self->_rearrange( [qw(IDENTIFIER NAME)], @args );
if ( defined($id) ) {
@terms = $self->get_term_by_identifier($id);
} else {
@terms = $self->get_all_terms();
}
if ( defined($name) ) {
@terms = grep { $_->name() eq $name; } @terms;
}
return @terms;
}
=head2 relationship_factory
Title : relationship_factory
Usage : $fact = $obj->relationship_factory()
Function: Get/set the object factory to be used when relationship
objects are created by the implementation on-the-fly.
Example :
Returns : value of relationship_factory (a Bio::Factory::ObjectFactoryI
compliant object)
Args : on set, a Bio::Factory::ObjectFactoryI compliant object
=cut
sub relationship_factory {
my $self = shift;
return $self->{'relationship_factory'} = shift if @_;
return $self->{'relationship_factory'};
}
=head2 term_factory
Title : term_factory
Usage : $fact = $obj->term_factory()
Function: Get/set the object factory to be used when term objects are
created by the implementation on-the-fly.
Note that this ontology engine implementation does not
create term objects on the fly, and therefore setting this
attribute is meaningless.
Example :
Returns : value of term_factory (a Bio::Factory::ObjectFactoryI
compliant object)
Args : on set, a Bio::Factory::ObjectFactoryI compliant object
=cut
sub term_factory {
my $self = shift;
if (@_) {
$self->warn(
"setting term factory, but " . ref($self) . " does not create terms on-the-fly" );
return $self->{'term_factory'} = shift;
}
return $self->{'term_factory'};
}
=head2 _filter_unmarked
Title : _filter_unmarked
Usage : _filter_unmarked(TermI terms): TermI
Function: Removes the uninstantiated terms from the list of terms
Example :
Returns : array of fully instantiated TermI objects
Args : array of TermI objects
=cut
sub _filter_unmarked {
my ( $self, @terms ) = @_;
my @filtered_terms = ();
if ( scalar(@terms) >= 1 ) {
foreach my $term (@terms) {
push @filtered_terms, $term
if defined $self->_instantiated_terms_store->{ $term->identifier };
}
}
return @filtered_terms;
}
=head2 remove_term_by_id
Title : remove_term_by_id
Usage : remove_term_by_id(String id): TermI
Function: Removes TermI object from the ontology engine using the
string id as an identifier. Current implementation does not
enforce consistency of the relationships using that term.
Example : $term = $soe->remove_term_by_id($id);
Returns : Object of class TermI or undef if not found.
Args : The string identifier of a term.
=cut
sub remove_term_by_id {
my ( $self, $id ) = @_;
if ( $self->get_term_by_identifier($id) ) {
my $term = $self->{_term_store}->{$id};
delete $self->{_term_store}->{$id};
return $term;
} else {
$self->warn("Term with id '$id' is not in the term store");
return;
}
}
=head2 to_string
Title : to_string
Usage : print $sv->to_string();
Function: Currently returns formatted string containing the number of
terms and number of relationships from the ontology engine.
Example : print $sv->to_string();
Returns :
Args :
=cut
sub to_string {
my ($self) = @_;
my $s = "";
$s .= "-- # Terms:\n";
$s .= scalar( $self->get_all_terms ) . "\n";
$s .= "-- # Relationships:\n";
$s .= $self->_get_number_rels . "\n";
return $s;
}
=head2 _unique_termid
Title : _unique_termid
Usage :
Function: Returns a string that can be used as ID using fail-over
approaches.
If the identifier attribute is not set, it uses the
combination of name and ontology name, provided both are
set. If they are not, it returns the name alone.
Note that this is a private method. Call from inheriting
classes but not from outside.
Example :
Returns : a string
Args : a Bio::Ontology::TermI compliant object
=cut
sub _unique_termid {
my $self = shift;
my $term = shift;
return $term->identifier() if $term->identifier();
my $id = $term->ontology->name() if $term->ontology();
if ($id) {
$id .= '|';
} else {
$id = '';
}
$id .= $term->name();
}
#################################################################
# aliases
#################################################################
*get_relationship_types = \&get_predicate_terms;
1;
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