diff options
Diffstat (limited to 'bsfs')
-rw-r--r-- | bsfs/graph/__init__.py | 15 | ||||
-rw-r--r-- | bsfs/graph/ac/__init__.py | 20 | ||||
-rw-r--r-- | bsfs/graph/ac/base.py | 67 | ||||
-rw-r--r-- | bsfs/graph/ac/null.py | 53 | ||||
-rw-r--r-- | bsfs/graph/graph.py | 65 | ||||
-rw-r--r-- | bsfs/graph/nodes.py | 243 | ||||
-rw-r--r-- | bsfs/triple_store/__init__.py | 20 | ||||
-rw-r--r-- | bsfs/triple_store/base.py | 128 | ||||
-rw-r--r-- | bsfs/triple_store/sparql.py | 253 |
9 files changed, 864 insertions, 0 deletions
diff --git a/bsfs/graph/__init__.py b/bsfs/graph/__init__.py new file mode 100644 index 0000000..3a131e9 --- /dev/null +++ b/bsfs/graph/__init__.py @@ -0,0 +1,15 @@ +""" + +Part of the BlackStar filesystem (bsfs) module. +A copy of the license is provided with the project. +Author: Matthias Baumgartner, 2022 +""" +# imports +import typing + +# inner-module imports + +# exports +__all__: typing.Sequence[str] = [] + +## EOF ## diff --git a/bsfs/graph/ac/__init__.py b/bsfs/graph/ac/__init__.py new file mode 100644 index 0000000..420de01 --- /dev/null +++ b/bsfs/graph/ac/__init__.py @@ -0,0 +1,20 @@ +""" + +Part of the BlackStar filesystem (bsfs) module. +A copy of the license is provided with the project. +Author: Matthias Baumgartner, 2022 +""" +# imports +import typing + +# inner-module imports +from .base import AccessControlBase +from .null import NullAC + +# exports +__all__: typing.Sequence[str] = ( + 'AccessControlBase', + 'NullAC', + ) + +## EOF ## diff --git a/bsfs/graph/ac/base.py b/bsfs/graph/ac/base.py new file mode 100644 index 0000000..70475d2 --- /dev/null +++ b/bsfs/graph/ac/base.py @@ -0,0 +1,67 @@ +""" + +Part of the BlackStar filesystem (bsfs) module. +A copy of the license is provided with the project. +Author: Matthias Baumgartner, 2022 +""" +# imports +import abc +import typing + +# bsfs imports +from bsfs import schema as _schema +from bsfs.triple_store import TripleStoreBase +from bsfs.utils import URI + +# exports +__all__: typing.Sequence[str] = ( + 'AccessControlBase', + ) + + +## code ## + +class AccessControlBase(abc.ABC): + """ + """ + + # + __backend: TripleStoreBase + + # + __user: URI + + def __init__( + self, + backend: TripleStoreBase, + user: URI, + ): + self.__backend = backend + self.__user = URI(user) + + @abc.abstractmethod + def is_protected_predicate(self, pred: _schema.Predicate) -> bool: + """Return True if a predicate cannot be modified manually.""" + + @abc.abstractmethod + def create(self, node_type: _schema.Node, guids: typing.Iterable[URI]): + """Perform post-creation operations on nodes, e.g. ownership information.""" + + @abc.abstractmethod + def link_from_node(self, node_type: _schema.Node, guids: typing.Iterable[URI]) -> typing.Iterable[URI]: + """Return nodes for which outbound links can be written.""" + + @abc.abstractmethod + def link_to_node(self, node_type: _schema.Node, guids: typing.Iterable[URI]) -> typing.Iterable[URI]: + """Return nodes for which inbound links can be written.""" + + @abc.abstractmethod + def write_literal(self, node_type: _schema.Node, guids: typing.Iterable[URI]) -> typing.Iterable[URI]: + """Return nodes to which literals can be attached.""" + + @abc.abstractmethod + def createable(self, node_type: _schema.Node, guids: typing.Iterable[URI]) -> typing.Iterable[URI]: + """Return nodes that are allowed to be created.""" + + +## EOF ## diff --git a/bsfs/graph/ac/null.py b/bsfs/graph/ac/null.py new file mode 100644 index 0000000..a39b7b9 --- /dev/null +++ b/bsfs/graph/ac/null.py @@ -0,0 +1,53 @@ +""" + +Part of the BlackStar filesystem (bsfs) module. +A copy of the license is provided with the project. +Author: Matthias Baumgartner, 2022 +""" +# imports +import typing + +# bsfs imports +from bsfs import schema as _schema +from bsfs.namespace import ns +from bsfs.utils import URI + +# inner-module imports +from . import base + +# exports +__all__: typing.Sequence[str] = ( + 'NullAC', + ) + + +## code ## + +class NullAC(base.AccessControlBase): + """ + """ + + def is_protected_predicate(self, pred: _schema.Predicate) -> bool: + """Return True if a predicate cannot be modified manually.""" + return pred.uri == ns.bsm.t_created + + def create(self, node_type: _schema.Node, guids: typing.Iterable[URI]): + """Perform post-creation operations on nodes, e.g. ownership information.""" + + def link_from_node(self, node_type: _schema.Node, guids: typing.Iterable[URI]) -> typing.Iterable[URI]: + """Return nodes for which outbound links can be written.""" + return guids + + def link_to_node(self, node_type: _schema.Node, guids: typing.Iterable[URI]) -> typing.Iterable[URI]: + """Return nodes for which inbound links can be written.""" + return guids + + def write_literal(self, node_type: _schema.Node, guids: typing.Iterable[URI]) -> typing.Iterable[URI]: + """Return nodes to which literals can be attached.""" + return guids + + def createable(self, node_type: _schema.Node, guids: typing.Iterable[URI]) -> typing.Iterable[URI]: + """Return nodes that are allowed to be created.""" + return guids + +## EOF ## diff --git a/bsfs/graph/graph.py b/bsfs/graph/graph.py new file mode 100644 index 0000000..06271f6 --- /dev/null +++ b/bsfs/graph/graph.py @@ -0,0 +1,65 @@ +""" + +Part of the BlackStar filesystem (bsfs) module. +A copy of the license is provided with the project. +Author: Matthias Baumgartner, 2022 +""" +# imports +import typing + +# bsfs imports +from bsfs.schema import Schema +from bsfs.triple_store import TripleStoreBase +from bsfs.utils import URI, typename + +# inner-module imports +from . import nodes + +# exports +__all__: typing.Sequence[str] = ( + 'Graph', + ) + + +## code ## + +class Graph(): + """ + """ + # link to the triple storage backend. + __backend: TripleStoreBase + + # user uri. + __user: URI + + def __init__(self, backend: TripleStoreBase, user: URI): + self.__backend = backend + self.__user = user + + def __hash__(self) -> int: + return hash((type(self), self.__backend, self.__user)) + + def __eq__(self, other) -> bool: + return isinstance(other, type(self)) \ + and self.__backend == other.__backend \ + and self.__user == other.__user + + def __repr__(self) -> str: + return f'{typename(self)}(backend={repr(self.__backend)}, user={self.__user})' + + def __str__(self) -> str: + return f'{typename(self)}({str(self.__backend)}, {self.__user})' + + @property + def schema(self) -> Schema: + """Return the store's local schema.""" + return self.__backend.schema + + def nodes(self, node_type: URI, guids: typing.Iterable[URI]) -> nodes.Nodes: + """ + """ + node_type = self.schema.node(node_type) + # NOTE: Nodes constructor materializes guids. + return nodes.Nodes(self.__backend, self.__user, node_type, guids) + +## EOF ## diff --git a/bsfs/graph/nodes.py b/bsfs/graph/nodes.py new file mode 100644 index 0000000..7d2e9b3 --- /dev/null +++ b/bsfs/graph/nodes.py @@ -0,0 +1,243 @@ +""" + +Part of the BlackStar filesystem (bsfs) module. +A copy of the license is provided with the project. +Author: Matthias Baumgartner, 2022 +""" +# imports +import itertools +import time +import typing + +# bsfs imports +from bsfs import schema as _schema +from bsfs.namespace import ns +from bsfs.triple_store import TripleStoreBase +from bsfs.utils import errors, URI, typename + +# inner-module imports +from . import ac + +# exports +__all__: typing.Sequence[str] = ( + 'Nodes', + ) + + +## code ## + +class Nodes(): + """ + NOTE: guids may or may not exist. This is not verified as nodes are created on demand. + """ + + # triple store backend. + __backend: TripleStoreBase + + # user uri. + __user: URI + + # node type. + __node_type: _schema.Node + + # guids of nodes. Can be empty. + __guids: typing.Set[URI] + + def __init__( + self, + backend: TripleStoreBase, + user: URI, + node_type: _schema.Node, + guids: typing.Iterable[URI], + ): + self.__backend = backend + self.__user = user + self.__node_type = node_type + self.__guids = set(guids) + self.__ac = ac.NullAC(self.__backend, self.__user) + + def __eq__(self, other: typing.Any) -> bool: + return isinstance(other, Nodes) \ + and self.__backend == other.__backend \ + and self.__user == other.__user \ + and self.__node_type == other.__node_type \ + and self.__guids == other.__guids + + def __hash__(self) -> int: + return hash((type(self), self.__backend, self.__user, self.__node_type, tuple(sorted(self.__guids)))) + + def __repr__(self) -> str: + return f'{typename(self)}({self.__backend}, {self.__user}, {self.__node_type}, {self.__guids})' + + def __str__(self) -> str: + return f'{typename(self)}({self.__node_type}, {self.__guids})' + + @property + def node_type(self) -> _schema.Node: + """Return the node's type.""" + return self.__node_type + + @property + def guids(self) -> typing.Iterator[URI]: + """Return all node guids.""" + return iter(self.__guids) + + def set( + self, + pred: URI, # FIXME: URI or _schema.Predicate? + value: typing.Any, + ) -> 'Nodes': + """ + """ + try: + # insert triples + self.__set(pred, value) + # save changes + self.__backend.commit() + + except ( + errors.PermissionDeniedError, # tried to set a protected predicate (ns.bsm.t_created) + errors.ConsistencyError, # node types are not in the schema or don't match the predicate + errors.InstanceError, # guids/values don't have the correct type + TypeError, # value is supposed to be a Nodes instance + ValueError, # multiple values passed to unique predicate + ): + # revert changes + self.__backend.rollback() + # notify the client + raise + + return self + + def set_from_iterable( + self, + predicate_values: typing.Iterable[typing.Tuple[URI, typing.Any]], # FIXME: URI or _schema.Predicate? + ) -> 'Nodes': + """ + """ + # TODO: Could group predicate_values by predicate to gain some efficiency + # TODO: ignore errors on some predicates; For now this could leave residual + # data (e.g. some nodes were created, some not). + try: + # insert triples + for pred, value in predicate_values: + self.__set(pred, value) + # save changes + self.__backend.commit() + + except ( + errors.PermissionDeniedError, # tried to set a protected predicate (ns.bsm.t_created) + errors.ConsistencyError, # node types are not in the schema or don't match the predicate + errors.InstanceError, # guids/values don't have the correct type + TypeError, # value is supposed to be a Nodes instance + ValueError, # multiple values passed to unique predicate + ): + # revert changes + self.__backend.rollback() + # notify the client + raise + + return self + + def __set( + self, + predicate: URI, + value: typing.Any, + #on_error: str = 'ignore', # ignore, rollback + ): + """ + """ + # get normalized predicate. Raises KeyError if *pred* not in the schema. + pred = self.__backend.schema.predicate(predicate) + + # node_type must be a subclass of the predicate's domain + node_type = self.node_type + if not node_type <= pred.domain: + raise errors.ConsistencyError(f'{node_type} must be a subclass of {pred.domain}') + + # check reserved predicates (access controls, metadata, internal structures) + # FIXME: Needed? Could be integrated into other AC methods (by passing the predicate!) + # This could allow more fine-grained predicate control (e.g. based on ownership) + # rather than a global approach like this. + if self.__ac.is_protected_predicate(pred): + raise errors.PermissionDeniedError(pred) + + # set operation affects all nodes (if possible) + guids = set(self.guids) + + # ensure subject node existence; create nodes if need be + guids = set(self._ensure_nodes(node_type, guids)) + + # check value + if isinstance(pred.range, _schema.Literal): + # check write permissions on existing nodes + # As long as the user has write permissions, we don't restrict + # the creation or modification of literal values. + guids = set(self.__ac.write_literal(node_type, guids)) + + # insert literals + # TODO: Support passing iterators as values for non-unique predicates + self.__backend.set( + node_type, + guids, + pred, + [value], + ) + + elif isinstance(pred.range, _schema.Node): + # check value type + if not isinstance(value, Nodes): + raise TypeError(value) + # value's node_type must be a subclass of the predicate's range + if not value.node_type <= pred.range: + raise errors.ConsistencyError(f'{value.node_type} must be a subclass of {pred.range}') + + # check link permissions on source nodes + # Link permissions cover adding and removing links on the source node. + # Specifically, link permissions also allow to remove links to other + # nodes if needed (e.g. for unique predicates). + guids = set(self.__ac.link_from_node(node_type, guids)) + + # get link targets + targets = set(value.guids) + # ensure existence of value nodes; create nodes if need be + targets = set(self._ensure_nodes(value.node_type, targets)) + # check link permissions on target nodes + targets = set(self.__ac.link_to_node(value.node_type, targets)) + + # insert node links + self.__backend.set( + node_type, + guids, + pred, + targets, + ) + + else: + raise errors.UnreachableError() + + def _ensure_nodes( + self, + node_type: _schema.Node, + guids: typing.Iterable[URI], + ): + # check node existence + guids = set(guids) + existing = set(self.__backend.exists(node_type, guids)) + # get nodes to be created + missing = guids - existing + # create nodes if need be + if len(missing) > 0: + # check which missing nodes can be created + missing = set(self.__ac.createable(node_type, missing)) + # create nodes + self.__backend.create(node_type, missing) + # add bookkeeping triples + self.__backend.set(node_type, missing, + self.__backend.schema.predicate(ns.bsm.t_created), [time.time()]) + # add permission triples + self.__ac.create(node_type, missing) + # return available nodes + return existing | missing + +## EOF ## diff --git a/bsfs/triple_store/__init__.py b/bsfs/triple_store/__init__.py new file mode 100644 index 0000000..fb5a8a9 --- /dev/null +++ b/bsfs/triple_store/__init__.py @@ -0,0 +1,20 @@ +""" + +Part of the BlackStar filesystem (bsfs) module. +A copy of the license is provided with the project. +Author: Matthias Baumgartner, 2022 +""" +# imports +import typing + +# inner-module imports +from .base import TripleStoreBase +from .sparql import SparqlStore + +# exports +__all__: typing.Sequence[str] = ( + 'SparqlStore', + 'TripleStoreBase', + ) + +## EOF ## diff --git a/bsfs/triple_store/base.py b/bsfs/triple_store/base.py new file mode 100644 index 0000000..a2668c3 --- /dev/null +++ b/bsfs/triple_store/base.py @@ -0,0 +1,128 @@ +""" + +Part of the BlackStar filesystem (bsfs) module. +A copy of the license is provided with the project. +Author: Matthias Baumgartner, 2022 +""" +# imports +import abc +import typing + +# inner-module imports +from bsfs.utils import URI, typename +import bsfs.schema as _schema + +# exports +__all__: typing.Sequence[str] = ( + 'TripleStoreBase', + ) + + +## code ## + +class TripleStoreBase(abc.ABC): + """ + """ + + # storage's URI. None implies a temporary location. + uri: typing.Optional[URI] = None + + def __init__(self, uri: typing.Optional[URI] = None): + self.uri = uri + + def __hash__(self) -> int: + uri = self.uri if self.uri is not None else id(self) + return hash((type(self), uri)) + + def __eq__(self, other) -> bool: + return isinstance(other, type(self)) \ + and (( self.uri is not None \ + and other.uri is not None \ + and self.uri == other.uri ) \ + or id(self) == id(other)) + + def __repr__(self) -> str: + return f'{typename(self)}(uri={self.uri})' + + def __str__(self) -> str: + return f'{typename(self)}(uri={self.uri})' + + def is_persistent(self) -> bool: + """Return True if data is stored persistently.""" + return self.uri is not None + + + @classmethod + @abc.abstractmethod + def Open( + cls, + uri: str, + **kwargs: typing.Any, + ) -> 'TripleStoreBase': + """Return a TripleStoreBase instance connected to *uri*.""" + + @abc.abstractmethod + def commit(self): + """Commit the current transaction.""" + + @abc.abstractmethod + def rollback(self): + """Undo changes since the last commit.""" + + @property + @abc.abstractmethod + def schema(self) -> _schema.Schema: + """Return the store's local schema.""" + + @schema.setter + def schema(self, schema: _schema.Schema): + """Migrate to new schema by adding or removing class definitions. + + Commits before and after the migration. + + Instances of removed classes will be deleted irreversably. + Note that modifying an existing class is not directly supported. + Also, it is generally discouraged, since changing definitions may + lead to inconsistencies across multiple clients in a distributed + setting. Instead, consider introducing a new class under its own + uri. Such a migration would look as follows: + + 1. Add new class definitions. + 2. Create instances of the new classes and copy relevant data. + 3. Remove the old definitions. + + To modify a class, i.e., re-use a previous uri with a new + class definition, you would have to migrate via temporary + class definitions, and thus repeat the above procedure two times. + + """ + + @abc.abstractmethod + def exists( + self, + node_type: _schema.Node, + guids: typing.Iterable[URI], + ): + """ + """ + + @abc.abstractmethod + def create( + self, + node_type: _schema.Node, + guids: typing.Iterable[URI], + ): + """Create *guid* nodes with type *subject*.""" + + @abc.abstractmethod + def set( + self, + node_type: _schema.Node, # FIXME: is the node_type even needed? Couldn't I infer from the predicate? + guids: typing.Iterable[URI], + predicate: _schema.Predicate, + values: typing.Iterable[typing.Any], + ): + """ + """ + +## EOF ## diff --git a/bsfs/triple_store/sparql.py b/bsfs/triple_store/sparql.py new file mode 100644 index 0000000..3eab869 --- /dev/null +++ b/bsfs/triple_store/sparql.py @@ -0,0 +1,253 @@ +""" + +Part of the BlackStar filesystem (bsfs) module. +A copy of the license is provided with the project. +Author: Matthias Baumgartner, 2022 +""" +# imports +import itertools +import typing +import rdflib + +# bsfs imports +from bsfs.utils import URI +from bsfs.utils import errors +import bsfs.schema as _schema + +# inner-module imports +from . import base + + +# exports +__all__: typing.Sequence[str] = ( + 'SparqlStore', + ) + + +## code ## + +class Transaction(): + """Lightweight rdflib transactions for in-memory databases.""" + + def __init__(self, graph): + self._graph = graph + self.commit() # initialize + + def commit(self): + self._added = [] + self._removed = [] + + def rollback(self): + for triple in self._added: + self._graph.remove(triple) + for triple in self._removed: + self._graph.add(triple) + + def add(self, triple): + if triple not in self._graph: + self._added.append(triple) + self._graph.add(triple) + + def remove(self, triple): + if triple in self._graph: + self._removed.append(triple) + self._graph.remove(triple) + + +class SparqlStore(base.TripleStoreBase): + """ + """ + + def __init__(self, uri: typing.Optional[URI] = None): + super().__init__(uri) + self.graph = rdflib.Graph() + self.transaction = Transaction(self.graph) + self.__schema = _schema.Schema.Empty() + + @classmethod + def Open( + cls, + uri: str, + **kwargs: typing.Any, + ) -> 'SparqlStore': + return cls(None) + + def commit(self): + self.transaction.commit() + + def rollback(self): + self.transaction.rollback() + + @property + def schema(self) -> _schema.Schema: + """Return the current schema.""" + return self.__schema + + @schema.setter + def schema(self, schema: _schema.Schema): + """Migrate to new schema by adding or removing class definitions. + + Commits before and after the migration. + + Instances of removed classes will be deleted irreversably. + Note that modifying an existing class is not directly supported. + Also, it is generally discouraged, since changing definitions may + lead to inconsistencies across multiple clients in a distributed + setting. Instead, consider introducing a new class under its own + uri. Such a migration would look as follows: + + 1. Add new class definitions. + 2. Create instances of the new classes and copy relevant data. + 3. Remove the old definitions. + + To modify a class, i.e., re-use a previous uri with a new + class definition, you would have to migrate via temporary + class definitions, and thus repeat the above procedure two times. + + """ + # check args: Schema instanace + if not isinstance(schema, _schema.Schema): + raise TypeError(schema) + # check compatibility: No contradicting definitions + if not self.schema.consistent_with(schema): + raise errors.ConsistencyError(f'{schema} is inconsistent with {self.schema}') + + # commit the current transaction + self.commit() + + # adjust instances: + # nothing to do for added classes + # delete instances of removed classes + + # get deleted classes + sub = self.schema - schema + + # remove predicate instances + for pred in sub.predicates: + for src, trg in self.graph.subject_objects(rdflib.URIRef(pred.uri)): + self.transaction.remove((src, rdflib.URIRef(pred.uri), trg)) + + # remove node instances + for node in sub.nodes: + # iterate through node instances + for inst in self.graph.subjects(rdflib.RDF.type, rdflib.URIRef(node.uri)): + # remove triples where the instance is in the object position + for src, pred in self.graph.subject_predicates(inst): + self.transaction.remove((src, pred, inst)) + # remove triples where the instance is in the subject position + for pred, trg in self.graph.predicate_objects(inst): + self.transaction.remove((inst, pred, trg)) + # remove instance + self.transaction.remove((inst, rdflib.RDF.type, rdflib.URIRef(node.uri))) + + # NOTE: Nothing to do for literals + + # commit instance changes + self.commit() + + # migrate schema + self.__schema = schema + + + def _has_type(self, subject: URI, node_type: _schema.Node) -> bool: + """Return True if *subject* is a node of class *node_type* or a subclass thereof.""" + if node_type not in self.schema.nodes(): + raise errors.ConsistencyError(f'{node_type} is not defined in the schema') + + subject_types = list(self.graph.objects(rdflib.URIRef(subject), rdflib.RDF.type)) + if len(subject_types) == 0: + return False + elif len(subject_types) == 1: + node = self.schema.node(URI(subject_types[0])) + if node == node_type: + return True + elif node_type in node.parents(): + return True + else: + return False + else: + raise errors.UnreachableError() + + def exists( + self, + node_type: _schema.Node, + guids: typing.Iterable[URI], + ): + """ + """ + return {subj for subj in guids if self._has_type(subj, node_type)} + + def create( + self, + node_type: _schema.Node, + guids: typing.Iterable[URI], + ): + """ + """ + # check node_type + if node_type not in self.schema.nodes(): + raise errors.ConsistencyError(f'{node_type} is not defined in the schema') + # check and create guids + for guid in guids: + guid = rdflib.URIRef(guid) + # check node existence + if (guid, rdflib.RDF.type, None) in self.graph: + # FIXME: node exists and may have a different type! ignore? raise? report? + continue + # add node + self.transaction.add((guid, rdflib.RDF.type, rdflib.URIRef(node_type.uri))) + + def set( + self, + node_type: _schema.Node, # FIXME: is the node_type even needed? Couldn't I infer from the predicate? + guids: typing.Iterable[URI], + predicate: _schema.Predicate, + values: typing.Iterable[typing.Any], + ): + # check node_type + if node_type not in self.schema.nodes(): + raise errors.ConsistencyError(f'{node_type} is not defined in the schema') + # check predicate + if predicate not in self.schema.predicates(): + raise errors.ConsistencyError(f'{predicate} is not defined in the schema') + if not node_type <= predicate.domain: + raise errors.ConsistencyError(f'{node_type} must be a subclass of {predicate.domain}') + # NOTE: predicate.range is in the schema since predicate is in the schema. + # check values + if len(values) == 0: + return + if predicate.unique and len(values) != 1: + raise ValueError(values) + if isinstance(predicate.range, _schema.Node): + values = set(values) # materialize to safeguard against iterators passed as argument + inconsistent = {val for val in values if not self._has_type(val, predicate.range)} + # catches nodes that don't exist and nodes that have an inconsistent type + if len(inconsistent) > 0: + raise errors.InstanceError(inconsistent) + # check guids + # FIXME: Fail or skip inexistent nodes? + guids = set(guids) + inconsistent = {guid for guid in guids if not self._has_type(guid, node_type)} + if len(inconsistent) > 0: + raise errors.InstanceError(inconsistent) + + # add triples + pred = rdflib.URIRef(predicate.uri) + for guid, value in itertools.product(guids, values): + guid = rdflib.URIRef(guid) + # convert value + if isinstance(predicate.range, _schema.Literal): + value = rdflib.Literal(value, datatype=rdflib.URIRef(predicate.range.uri)) + elif isinstance(predicate.range, _schema.Node): + value = rdflib.URIRef(value) + else: + raise errors.UnreachableError() + # clear triples for unique predicates + if predicate.unique: + for obj in self.graph.objects(guid, pred): + if obj != value: + self.transaction.remove((guid, pred, obj)) + # add triple + self.transaction.add((guid, pred, value)) + +## EOF ## |